Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = '/data'
!pip install matplotlib==2.0.2
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Collecting matplotlib==2.0.2
  Downloading https://files.pythonhosted.org/packages/60/d4/6b6d8a7a6bc69a1602ab372f6fc6e88ef88a8a96398a1a25edbac636295b/matplotlib-2.0.2-cp36-cp36m-manylinux1_x86_64.whl (14.6MB)
    100% |████████████████████████████████| 14.6MB 46kB/s  eta 0:00:01
Requirement already satisfied: numpy>=1.7.1 in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
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Requirement already satisfied: pytz in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.6/site-packages/cycler-0.10.0-py3.6.egg (from matplotlib==2.0.2)
Requirement already satisfied: python-dateutil in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Requirement already satisfied: pyparsing!=2.0.0,!=2.0.4,!=2.1.2,!=2.1.6,>=1.5.6 in /opt/conda/lib/python3.6/site-packages (from matplotlib==2.0.2)
Installing collected packages: matplotlib
  Found existing installation: matplotlib 2.1.0
    Uninstalling matplotlib-2.1.0:
      Successfully uninstalled matplotlib-2.1.0
Successfully installed matplotlib-2.0.2
You are using pip version 9.0.1, however version 18.0 is available.
You should consider upgrading via the 'pip install --upgrade pip' command.
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7f0510193588>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7f050af28278>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.3.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    real_input = tf.placeholder(tf.float32,[None,image_height,image_width,image_channels])
    z_input = tf.placeholder(tf.float32,[None,z_dim])
    learning_rate = tf.placeholder(tf.float32,())
    return real_input, z_input, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [6]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    alpha = 0.2
    with tf.variable_scope('discriminator',reuse =reuse):
        x1 = tf.layers.conv2d(images,64,5,strides = 2,padding='same')
        relu1 = tf.maximum(alpha * x1,x1)
        # 14 x 14 x 64
        
        x2 = tf.layers.conv2d(relu1,128,5,strides=2,padding='same')
        bn1 = tf.layers.batch_normalization(x2, training = True)
        relu2 = tf.maximum(alpha * bn1,bn1)
        # 7 x 7 x 128
        
        x3 = tf.layers.conv2d(x2,256,5,strides=2,padding='same')
        bn2 = tf.layers.batch_normalization(x3,training = True)
        relu3 = tf.maximum(alpha * bn2,bn2)
        # 4 x 4 x 256
        
        flat = tf.reshape(relu3,(-1,(4*4*256)))
        logits = tf.layers.dense(flat,1)
        out = tf.sigmoid(logits)
        
        
    return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [7]:
def generator(z, out_channel_dim, is_train=True):

    alpha = 0.2
    with tf.variable_scope('generator',reuse=not is_train):
        
        x1 = tf.layers.dense(z,7*7*256)
        x1 = tf.reshape(x1,(-1,7,7,256))
        x1 = tf.layers.batch_normalization(x1, training=is_train)

        x2 = tf.layers.conv2d_transpose(x1, 128, 5, strides=2, padding='same')
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = tf.maximum(alpha * x2, x2)
        
        x3 = tf.layers.conv2d_transpose(x2, 64, 5, strides=2, padding='same')
        x3 = tf.layers.batch_normalization(x3, training=is_train)
        x3 = tf.maximum(alpha * x3, x3)
        
        
        logits = tf.layers.conv2d_transpose(x3,out_channel_dim, 5, strides=1, padding='same')
        out = tf.tanh(logits)
        

        
    return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [8]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    smooth = 0.1
    g_model = generator(input_z,  out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)

    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)*(1 - smooth)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))

    d_loss = d_loss_real + d_loss_fake
    
    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [9]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return d_train_opt, g_train_opt 



"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [11]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """

    steps = 0
    show_in = 100
    print_in = 10
    n_images = 32
    
    # TODO: Build Model
    samples, img_width, img_height, channels = data_shape
    
    input_real, input_z, learn_rate = model_inputs(img_width, img_height, channels, z_dim)
    d_loss, g_loss = model_loss(input_real, input_z, channels)
    d_opt, g_opt = model_opt(d_loss, g_loss, learn_rate, beta1)
    
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                steps += 1
                
                # reshape and re-scale bacth image
                batch_images *= 2.0
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                
                # Run optimizers
                _ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, learn_rate: learning_rate})
                _ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, learn_rate: learning_rate})

                if steps % print_in == 0:
                    train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
                    train_loss_g = g_loss.eval({input_z: batch_z})

                    print("Epoch {}/{}...".format(epoch_i, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                    
                if steps % show_in == 0:    
                    show_generator_output(sess, n_images, input_z, channels, data_image_mode)

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [12]:
batch_size = 32
z_dim = 128
learning_rate = 0.0005
beta1 = 0.3


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 0/2... Discriminator Loss: 0.7737... Generator Loss: 3.4232
Epoch 0/2... Discriminator Loss: 1.8459... Generator Loss: 0.4801
Epoch 0/2... Discriminator Loss: 2.6197... Generator Loss: 0.1261
Epoch 0/2... Discriminator Loss: 1.8936... Generator Loss: 0.3917
Epoch 0/2... Discriminator Loss: 1.7468... Generator Loss: 0.5056
Epoch 0/2... Discriminator Loss: 1.6010... Generator Loss: 0.8352
Epoch 0/2... Discriminator Loss: 1.5627... Generator Loss: 0.7322
Epoch 0/2... Discriminator Loss: 1.5654... Generator Loss: 0.9467
Epoch 0/2... Discriminator Loss: 1.8913... Generator Loss: 1.1959
Epoch 0/2... Discriminator Loss: 1.6353... Generator Loss: 0.9499
Epoch 0/2... Discriminator Loss: 1.5590... Generator Loss: 0.4610
Epoch 0/2... Discriminator Loss: 1.6110... Generator Loss: 1.1737
Epoch 0/2... Discriminator Loss: 1.3983... Generator Loss: 0.7577
Epoch 0/2... Discriminator Loss: 1.4628... Generator Loss: 0.8512
Epoch 0/2... Discriminator Loss: 1.4402... Generator Loss: 0.8709
Epoch 0/2... Discriminator Loss: 1.5280... Generator Loss: 0.5834
Epoch 0/2... Discriminator Loss: 1.8320... Generator Loss: 0.2726
Epoch 0/2... Discriminator Loss: 1.4050... Generator Loss: 0.6974
Epoch 0/2... Discriminator Loss: 1.5271... Generator Loss: 0.4366
Epoch 0/2... Discriminator Loss: 1.4813... Generator Loss: 1.3946
Epoch 0/2... Discriminator Loss: 1.3067... Generator Loss: 0.8756
Epoch 0/2... Discriminator Loss: 1.3738... Generator Loss: 0.9605
Epoch 0/2... Discriminator Loss: 1.3407... Generator Loss: 0.7195
Epoch 0/2... Discriminator Loss: 1.4113... Generator Loss: 1.1351
Epoch 0/2... Discriminator Loss: 1.6829... Generator Loss: 0.3661
Epoch 0/2... Discriminator Loss: 1.8375... Generator Loss: 0.2981
Epoch 0/2... Discriminator Loss: 1.1519... Generator Loss: 1.1605
Epoch 0/2... Discriminator Loss: 1.5149... Generator Loss: 0.5013
Epoch 0/2... Discriminator Loss: 1.2721... Generator Loss: 0.8350
Epoch 0/2... Discriminator Loss: 1.4904... Generator Loss: 1.5386
Epoch 0/2... Discriminator Loss: 1.2873... Generator Loss: 0.6324
Epoch 0/2... Discriminator Loss: 1.4990... Generator Loss: 0.6870
Epoch 0/2... Discriminator Loss: 1.8260... Generator Loss: 0.3057
Epoch 0/2... Discriminator Loss: 1.3198... Generator Loss: 0.7453
Epoch 0/2... Discriminator Loss: 1.2596... Generator Loss: 1.0594
Epoch 0/2... Discriminator Loss: 1.3088... Generator Loss: 1.1982
Epoch 0/2... Discriminator Loss: 1.3128... Generator Loss: 0.8741
Epoch 0/2... Discriminator Loss: 1.4432... Generator Loss: 0.9685
Epoch 0/2... Discriminator Loss: 1.3112... Generator Loss: 1.0495
Epoch 0/2... Discriminator Loss: 1.5224... Generator Loss: 0.4917
Epoch 0/2... Discriminator Loss: 1.2013... Generator Loss: 0.7887
Epoch 0/2... Discriminator Loss: 1.2868... Generator Loss: 0.7499
Epoch 0/2... Discriminator Loss: 1.6066... Generator Loss: 0.3827
Epoch 0/2... Discriminator Loss: 1.2253... Generator Loss: 1.4291
Epoch 0/2... Discriminator Loss: 1.4608... Generator Loss: 0.4604
Epoch 0/2... Discriminator Loss: 1.6246... Generator Loss: 0.3974
Epoch 0/2... Discriminator Loss: 1.1904... Generator Loss: 0.8062
Epoch 0/2... Discriminator Loss: 1.3926... Generator Loss: 1.1891
Epoch 0/2... Discriminator Loss: 1.5276... Generator Loss: 0.4304
Epoch 0/2... Discriminator Loss: 1.1791... Generator Loss: 0.9011
Epoch 0/2... Discriminator Loss: 1.5961... Generator Loss: 0.3965
Epoch 0/2... Discriminator Loss: 1.1953... Generator Loss: 0.8607
Epoch 0/2... Discriminator Loss: 1.2850... Generator Loss: 0.8701
Epoch 0/2... Discriminator Loss: 1.4330... Generator Loss: 0.5028
Epoch 0/2... Discriminator Loss: 1.4887... Generator Loss: 0.5334
Epoch 0/2... Discriminator Loss: 1.5376... Generator Loss: 0.4376
Epoch 0/2... Discriminator Loss: 1.3687... Generator Loss: 0.5889
Epoch 0/2... Discriminator Loss: 1.2055... Generator Loss: 0.7534
Epoch 0/2... Discriminator Loss: 1.5470... Generator Loss: 0.4322
Epoch 0/2... Discriminator Loss: 1.3711... Generator Loss: 0.5304
Epoch 0/2... Discriminator Loss: 1.1816... Generator Loss: 0.8569
Epoch 0/2... Discriminator Loss: 1.3622... Generator Loss: 0.8198
Epoch 0/2... Discriminator Loss: 1.1565... Generator Loss: 0.7179
Epoch 0/2... Discriminator Loss: 1.6575... Generator Loss: 0.3633
Epoch 0/2... Discriminator Loss: 1.1921... Generator Loss: 0.7743
Epoch 0/2... Discriminator Loss: 1.3465... Generator Loss: 0.6124
Epoch 0/2... Discriminator Loss: 1.4559... Generator Loss: 1.6780
Epoch 0/2... Discriminator Loss: 1.2123... Generator Loss: 0.8482
Epoch 0/2... Discriminator Loss: 1.2817... Generator Loss: 0.9251
Epoch 0/2... Discriminator Loss: 1.1294... Generator Loss: 1.3959
Epoch 0/2... Discriminator Loss: 1.2281... Generator Loss: 1.4921
Epoch 0/2... Discriminator Loss: 1.3350... Generator Loss: 0.6834
Epoch 0/2... Discriminator Loss: 1.5785... Generator Loss: 0.3914
Epoch 0/2... Discriminator Loss: 1.4729... Generator Loss: 0.4673
Epoch 0/2... Discriminator Loss: 1.2529... Generator Loss: 0.9400
Epoch 0/2... Discriminator Loss: 1.1498... Generator Loss: 1.4020
Epoch 0/2... Discriminator Loss: 1.3872... Generator Loss: 0.5274
Epoch 0/2... Discriminator Loss: 1.0741... Generator Loss: 1.1981
Epoch 0/2... Discriminator Loss: 1.4334... Generator Loss: 1.6195
Epoch 0/2... Discriminator Loss: 1.2374... Generator Loss: 0.7239
Epoch 0/2... Discriminator Loss: 1.1448... Generator Loss: 1.0785
Epoch 0/2... Discriminator Loss: 1.2682... Generator Loss: 0.6371
Epoch 0/2... Discriminator Loss: 1.1328... Generator Loss: 0.9099
Epoch 0/2... Discriminator Loss: 1.1387... Generator Loss: 0.9343
Epoch 0/2... Discriminator Loss: 1.1930... Generator Loss: 0.7767
Epoch 0/2... Discriminator Loss: 1.2972... Generator Loss: 0.5499
Epoch 0/2... Discriminator Loss: 1.0791... Generator Loss: 1.2809
Epoch 0/2... Discriminator Loss: 1.1308... Generator Loss: 1.3707
Epoch 0/2... Discriminator Loss: 1.1321... Generator Loss: 1.3177
Epoch 0/2... Discriminator Loss: 1.2439... Generator Loss: 0.6138
Epoch 0/2... Discriminator Loss: 1.3662... Generator Loss: 1.2807
Epoch 0/2... Discriminator Loss: 1.5171... Generator Loss: 1.8867
Epoch 0/2... Discriminator Loss: 1.2926... Generator Loss: 0.6148
Epoch 0/2... Discriminator Loss: 1.4628... Generator Loss: 0.4686
Epoch 0/2... Discriminator Loss: 1.1886... Generator Loss: 0.9801
Epoch 0/2... Discriminator Loss: 1.0955... Generator Loss: 1.0307
Epoch 0/2... Discriminator Loss: 1.3637... Generator Loss: 0.5061
Epoch 0/2... Discriminator Loss: 1.1021... Generator Loss: 1.0417
Epoch 0/2... Discriminator Loss: 1.1108... Generator Loss: 0.8961
Epoch 0/2... Discriminator Loss: 1.2183... Generator Loss: 0.7319
Epoch 0/2... Discriminator Loss: 0.9786... Generator Loss: 1.6257
Epoch 0/2... Discriminator Loss: 1.0621... Generator Loss: 1.6852
Epoch 0/2... Discriminator Loss: 1.1732... Generator Loss: 1.3377
Epoch 0/2... Discriminator Loss: 1.3355... Generator Loss: 0.5926
Epoch 0/2... Discriminator Loss: 1.4525... Generator Loss: 0.4502
Epoch 0/2... Discriminator Loss: 1.1129... Generator Loss: 0.9654
Epoch 0/2... Discriminator Loss: 1.3906... Generator Loss: 1.9397
Epoch 0/2... Discriminator Loss: 1.4085... Generator Loss: 0.5686
Epoch 0/2... Discriminator Loss: 1.0906... Generator Loss: 0.9026
Epoch 0/2... Discriminator Loss: 1.4969... Generator Loss: 0.4386
Epoch 0/2... Discriminator Loss: 1.3888... Generator Loss: 0.5544
Epoch 0/2... Discriminator Loss: 1.2586... Generator Loss: 0.6899
Epoch 0/2... Discriminator Loss: 1.3872... Generator Loss: 0.5593
Epoch 0/2... Discriminator Loss: 1.2827... Generator Loss: 0.6330
Epoch 0/2... Discriminator Loss: 1.1563... Generator Loss: 1.5875
Epoch 0/2... Discriminator Loss: 1.2737... Generator Loss: 1.4216
Epoch 0/2... Discriminator Loss: 1.0390... Generator Loss: 1.2144
Epoch 0/2... Discriminator Loss: 1.1635... Generator Loss: 1.8991
Epoch 0/2... Discriminator Loss: 1.1001... Generator Loss: 0.8625
Epoch 0/2... Discriminator Loss: 1.1854... Generator Loss: 0.6593
Epoch 0/2... Discriminator Loss: 1.1827... Generator Loss: 0.9729
Epoch 0/2... Discriminator Loss: 1.3841... Generator Loss: 0.5053
Epoch 0/2... Discriminator Loss: 1.0645... Generator Loss: 1.0334
Epoch 0/2... Discriminator Loss: 1.0552... Generator Loss: 1.1161
Epoch 0/2... Discriminator Loss: 0.9096... Generator Loss: 1.2078
Epoch 0/2... Discriminator Loss: 1.6095... Generator Loss: 0.4263
Epoch 0/2... Discriminator Loss: 1.0854... Generator Loss: 0.8570
Epoch 0/2... Discriminator Loss: 1.3157... Generator Loss: 0.5693
Epoch 0/2... Discriminator Loss: 1.0408... Generator Loss: 1.6743
Epoch 0/2... Discriminator Loss: 1.1145... Generator Loss: 0.8520
Epoch 0/2... Discriminator Loss: 2.0424... Generator Loss: 2.6688
Epoch 0/2... Discriminator Loss: 1.1463... Generator Loss: 0.8151
Epoch 0/2... Discriminator Loss: 1.4006... Generator Loss: 1.7634
Epoch 0/2... Discriminator Loss: 1.1649... Generator Loss: 0.7551
Epoch 0/2... Discriminator Loss: 1.0880... Generator Loss: 0.9443
Epoch 0/2... Discriminator Loss: 1.1544... Generator Loss: 0.7904
Epoch 0/2... Discriminator Loss: 1.0924... Generator Loss: 0.8891
Epoch 0/2... Discriminator Loss: 1.3438... Generator Loss: 1.7143
Epoch 0/2... Discriminator Loss: 1.0310... Generator Loss: 0.8148
Epoch 0/2... Discriminator Loss: 1.2772... Generator Loss: 1.4202
Epoch 0/2... Discriminator Loss: 1.3612... Generator Loss: 0.5743
Epoch 0/2... Discriminator Loss: 0.9944... Generator Loss: 1.2193
Epoch 0/2... Discriminator Loss: 1.1974... Generator Loss: 0.6878
Epoch 0/2... Discriminator Loss: 0.9979... Generator Loss: 0.9209
Epoch 0/2... Discriminator Loss: 1.1292... Generator Loss: 1.5430
Epoch 0/2... Discriminator Loss: 1.6639... Generator Loss: 0.3472
Epoch 0/2... Discriminator Loss: 1.2559... Generator Loss: 0.6729
Epoch 0/2... Discriminator Loss: 1.1226... Generator Loss: 0.7989
Epoch 0/2... Discriminator Loss: 0.9929... Generator Loss: 1.4032
Epoch 0/2... Discriminator Loss: 1.5117... Generator Loss: 0.4832
Epoch 0/2... Discriminator Loss: 1.5300... Generator Loss: 0.4630
Epoch 0/2... Discriminator Loss: 1.1766... Generator Loss: 1.6184
Epoch 0/2... Discriminator Loss: 1.0216... Generator Loss: 0.9759
Epoch 0/2... Discriminator Loss: 1.3558... Generator Loss: 1.9347
Epoch 0/2... Discriminator Loss: 1.0110... Generator Loss: 0.8598
Epoch 0/2... Discriminator Loss: 0.9840... Generator Loss: 0.8834
Epoch 0/2... Discriminator Loss: 1.1384... Generator Loss: 0.7715
Epoch 0/2... Discriminator Loss: 1.1236... Generator Loss: 0.7130
Epoch 0/2... Discriminator Loss: 1.0590... Generator Loss: 1.1085
Epoch 0/2... Discriminator Loss: 1.0655... Generator Loss: 0.8489
Epoch 0/2... Discriminator Loss: 0.9574... Generator Loss: 1.1661
Epoch 0/2... Discriminator Loss: 1.2656... Generator Loss: 0.6903
Epoch 0/2... Discriminator Loss: 1.3011... Generator Loss: 0.5168
Epoch 0/2... Discriminator Loss: 0.8943... Generator Loss: 1.1742
Epoch 0/2... Discriminator Loss: 0.7464... Generator Loss: 1.4485
Epoch 0/2... Discriminator Loss: 1.0169... Generator Loss: 0.9626
Epoch 0/2... Discriminator Loss: 2.0039... Generator Loss: 0.2679
Epoch 0/2... Discriminator Loss: 0.7977... Generator Loss: 1.3385
Epoch 0/2... Discriminator Loss: 1.0312... Generator Loss: 0.8080
Epoch 0/2... Discriminator Loss: 1.2137... Generator Loss: 0.6816
Epoch 0/2... Discriminator Loss: 1.1629... Generator Loss: 0.9730
Epoch 0/2... Discriminator Loss: 1.0795... Generator Loss: 0.9315
Epoch 0/2... Discriminator Loss: 0.8429... Generator Loss: 1.2695
Epoch 0/2... Discriminator Loss: 0.8681... Generator Loss: 1.2070
Epoch 0/2... Discriminator Loss: 1.0522... Generator Loss: 0.8583
Epoch 0/2... Discriminator Loss: 0.8609... Generator Loss: 1.6723
Epoch 0/2... Discriminator Loss: 0.8494... Generator Loss: 1.3296
Epoch 0/2... Discriminator Loss: 1.1013... Generator Loss: 0.7865
Epoch 0/2... Discriminator Loss: 0.8813... Generator Loss: 1.1589
Epoch 0/2... Discriminator Loss: 0.8820... Generator Loss: 1.4231
Epoch 0/2... Discriminator Loss: 2.2423... Generator Loss: 0.3581
Epoch 0/2... Discriminator Loss: 1.0886... Generator Loss: 1.4931
Epoch 0/2... Discriminator Loss: 1.0241... Generator Loss: 0.9719
Epoch 0/2... Discriminator Loss: 1.2804... Generator Loss: 0.5895
Epoch 0/2... Discriminator Loss: 1.2846... Generator Loss: 0.6194
Epoch 0/2... Discriminator Loss: 1.4127... Generator Loss: 0.5064
Epoch 0/2... Discriminator Loss: 1.0172... Generator Loss: 1.0585
Epoch 1/2... Discriminator Loss: 1.0075... Generator Loss: 0.8373
Epoch 1/2... Discriminator Loss: 0.8754... Generator Loss: 1.1029
Epoch 1/2... Discriminator Loss: 0.9447... Generator Loss: 0.9863
Epoch 1/2... Discriminator Loss: 0.8481... Generator Loss: 1.4897
Epoch 1/2... Discriminator Loss: 0.8873... Generator Loss: 1.3875
Epoch 1/2... Discriminator Loss: 1.0192... Generator Loss: 1.4811
Epoch 1/2... Discriminator Loss: 1.0077... Generator Loss: 0.9065
Epoch 1/2... Discriminator Loss: 1.9847... Generator Loss: 0.3509
Epoch 1/2... Discriminator Loss: 1.0997... Generator Loss: 0.7438
Epoch 1/2... Discriminator Loss: 0.8395... Generator Loss: 1.1247
Epoch 1/2... Discriminator Loss: 1.2488... Generator Loss: 0.6588
Epoch 1/2... Discriminator Loss: 1.3136... Generator Loss: 1.5912
Epoch 1/2... Discriminator Loss: 1.1968... Generator Loss: 0.6799
Epoch 1/2... Discriminator Loss: 1.4391... Generator Loss: 0.5374
Epoch 1/2... Discriminator Loss: 0.9795... Generator Loss: 1.0555
Epoch 1/2... Discriminator Loss: 1.2459... Generator Loss: 0.6112
Epoch 1/2... Discriminator Loss: 0.8124... Generator Loss: 1.1857
Epoch 1/2... Discriminator Loss: 4.1390... Generator Loss: 4.8692
Epoch 1/2... Discriminator Loss: 1.0336... Generator Loss: 1.0858
Epoch 1/2... Discriminator Loss: 1.1106... Generator Loss: 0.8056
Epoch 1/2... Discriminator Loss: 0.7898... Generator Loss: 1.4366
Epoch 1/2... Discriminator Loss: 0.9966... Generator Loss: 0.8192
Epoch 1/2... Discriminator Loss: 0.8984... Generator Loss: 1.0317
Epoch 1/2... Discriminator Loss: 1.3619... Generator Loss: 0.6305
Epoch 1/2... Discriminator Loss: 0.9667... Generator Loss: 0.9188
Epoch 1/2... Discriminator Loss: 1.1985... Generator Loss: 0.8782
Epoch 1/2... Discriminator Loss: 1.1515... Generator Loss: 0.7104
Epoch 1/2... Discriminator Loss: 1.3769... Generator Loss: 0.5279
Epoch 1/2... Discriminator Loss: 0.7911... Generator Loss: 1.4970
Epoch 1/2... Discriminator Loss: 1.2788... Generator Loss: 0.6251
Epoch 1/2... Discriminator Loss: 1.0118... Generator Loss: 0.8713
Epoch 1/2... Discriminator Loss: 0.8749... Generator Loss: 1.1383
Epoch 1/2... Discriminator Loss: 0.8242... Generator Loss: 1.3452
Epoch 1/2... Discriminator Loss: 1.1119... Generator Loss: 1.8471
Epoch 1/2... Discriminator Loss: 1.4312... Generator Loss: 0.4808
Epoch 1/2... Discriminator Loss: 0.9267... Generator Loss: 1.1228
Epoch 1/2... Discriminator Loss: 0.9943... Generator Loss: 0.8779
Epoch 1/2... Discriminator Loss: 0.9187... Generator Loss: 1.2392
Epoch 1/2... Discriminator Loss: 0.8098... Generator Loss: 1.2760
Epoch 1/2... Discriminator Loss: 0.6092... Generator Loss: 1.7501
Epoch 1/2... Discriminator Loss: 1.0510... Generator Loss: 0.9542
Epoch 1/2... Discriminator Loss: 1.7795... Generator Loss: 0.3491
Epoch 1/2... Discriminator Loss: 1.1286... Generator Loss: 0.7845
Epoch 1/2... Discriminator Loss: 0.7084... Generator Loss: 1.6646
Epoch 1/2... Discriminator Loss: 1.0052... Generator Loss: 0.9378
Epoch 1/2... Discriminator Loss: 1.1419... Generator Loss: 0.7120
Epoch 1/2... Discriminator Loss: 1.0138... Generator Loss: 0.8366
Epoch 1/2... Discriminator Loss: 1.4085... Generator Loss: 0.5057
Epoch 1/2... Discriminator Loss: 0.8393... Generator Loss: 1.1371
Epoch 1/2... Discriminator Loss: 0.9780... Generator Loss: 1.1843
Epoch 1/2... Discriminator Loss: 1.2519... Generator Loss: 0.6693
Epoch 1/2... Discriminator Loss: 0.9845... Generator Loss: 1.4853
Epoch 1/2... Discriminator Loss: 0.8940... Generator Loss: 0.9681
Epoch 1/2... Discriminator Loss: 1.0597... Generator Loss: 0.9118
Epoch 1/2... Discriminator Loss: 1.3896... Generator Loss: 2.4092
Epoch 1/2... Discriminator Loss: 0.6892... Generator Loss: 1.4830
Epoch 1/2... Discriminator Loss: 2.0438... Generator Loss: 3.2980
Epoch 1/2... Discriminator Loss: 1.1503... Generator Loss: 0.7085
Epoch 1/2... Discriminator Loss: 0.7881... Generator Loss: 1.3317
Epoch 1/2... Discriminator Loss: 0.8961... Generator Loss: 0.9920
Epoch 1/2... Discriminator Loss: 2.3555... Generator Loss: 0.2643
Epoch 1/2... Discriminator Loss: 0.9817... Generator Loss: 0.9610
Epoch 1/2... Discriminator Loss: 1.2378... Generator Loss: 0.6265
Epoch 1/2... Discriminator Loss: 0.7313... Generator Loss: 1.6094
Epoch 1/2... Discriminator Loss: 0.9260... Generator Loss: 1.5038
Epoch 1/2... Discriminator Loss: 1.3236... Generator Loss: 0.6758
Epoch 1/2... Discriminator Loss: 1.1229... Generator Loss: 0.7168
Epoch 1/2... Discriminator Loss: 0.7597... Generator Loss: 1.3446
Epoch 1/2... Discriminator Loss: 1.2204... Generator Loss: 2.4829
Epoch 1/2... Discriminator Loss: 1.1906... Generator Loss: 0.6885
Epoch 1/2... Discriminator Loss: 1.1529... Generator Loss: 0.6832
Epoch 1/2... Discriminator Loss: 0.8027... Generator Loss: 1.6952
Epoch 1/2... Discriminator Loss: 1.2005... Generator Loss: 0.6950
Epoch 1/2... Discriminator Loss: 1.3901... Generator Loss: 0.6034
Epoch 1/2... Discriminator Loss: 1.2686... Generator Loss: 0.6332
Epoch 1/2... Discriminator Loss: 0.8312... Generator Loss: 1.1347
Epoch 1/2... Discriminator Loss: 0.8552... Generator Loss: 1.6905
Epoch 1/2... Discriminator Loss: 0.7928... Generator Loss: 1.3242
Epoch 1/2... Discriminator Loss: 1.7610... Generator Loss: 0.3722
Epoch 1/2... Discriminator Loss: 0.9567... Generator Loss: 1.0440
Epoch 1/2... Discriminator Loss: 1.1768... Generator Loss: 0.6689
Epoch 1/2... Discriminator Loss: 0.9252... Generator Loss: 1.0838
Epoch 1/2... Discriminator Loss: 0.7869... Generator Loss: 1.3189
Epoch 1/2... Discriminator Loss: 0.7778... Generator Loss: 1.3279
Epoch 1/2... Discriminator Loss: 2.6874... Generator Loss: 0.2084
Epoch 1/2... Discriminator Loss: 0.9560... Generator Loss: 1.0148
Epoch 1/2... Discriminator Loss: 0.9395... Generator Loss: 1.1310
Epoch 1/2... Discriminator Loss: 0.7748... Generator Loss: 1.2578
Epoch 1/2... Discriminator Loss: 1.0313... Generator Loss: 0.8459
Epoch 1/2... Discriminator Loss: 1.0671... Generator Loss: 0.8309
Epoch 1/2... Discriminator Loss: 0.7623... Generator Loss: 1.4112
Epoch 1/2... Discriminator Loss: 0.8674... Generator Loss: 1.1160
Epoch 1/2... Discriminator Loss: 1.6548... Generator Loss: 0.4471
Epoch 1/2... Discriminator Loss: 1.6914... Generator Loss: 2.7052
Epoch 1/2... Discriminator Loss: 0.9145... Generator Loss: 1.0970
Epoch 1/2... Discriminator Loss: 0.8249... Generator Loss: 1.1539
Epoch 1/2... Discriminator Loss: 0.5565... Generator Loss: 2.0085
Epoch 1/2... Discriminator Loss: 0.7815... Generator Loss: 1.7432
Epoch 1/2... Discriminator Loss: 0.7972... Generator Loss: 1.1687
Epoch 1/2... Discriminator Loss: 0.6117... Generator Loss: 1.8301
Epoch 1/2... Discriminator Loss: 1.3227... Generator Loss: 0.6064
Epoch 1/2... Discriminator Loss: 0.9171... Generator Loss: 0.9853
Epoch 1/2... Discriminator Loss: 0.8032... Generator Loss: 1.2656
Epoch 1/2... Discriminator Loss: 0.9043... Generator Loss: 1.5077
Epoch 1/2... Discriminator Loss: 0.6419... Generator Loss: 2.2470
Epoch 1/2... Discriminator Loss: 0.7246... Generator Loss: 1.4362
Epoch 1/2... Discriminator Loss: 1.3037... Generator Loss: 0.6754
Epoch 1/2... Discriminator Loss: 0.8537... Generator Loss: 1.3922
Epoch 1/2... Discriminator Loss: 1.4821... Generator Loss: 0.4536
Epoch 1/2... Discriminator Loss: 1.2472... Generator Loss: 0.6783
Epoch 1/2... Discriminator Loss: 0.6509... Generator Loss: 1.9265
Epoch 1/2... Discriminator Loss: 1.4561... Generator Loss: 0.5129
Epoch 1/2... Discriminator Loss: 0.8401... Generator Loss: 1.0932
Epoch 1/2... Discriminator Loss: 0.8744... Generator Loss: 1.0879
Epoch 1/2... Discriminator Loss: 0.9304... Generator Loss: 0.9949
Epoch 1/2... Discriminator Loss: 0.6837... Generator Loss: 1.7110
Epoch 1/2... Discriminator Loss: 1.3050... Generator Loss: 0.6480
Epoch 1/2... Discriminator Loss: 0.9475... Generator Loss: 1.1739
Epoch 1/2... Discriminator Loss: 0.8569... Generator Loss: 2.0943
Epoch 1/2... Discriminator Loss: 0.9640... Generator Loss: 0.9401
Epoch 1/2... Discriminator Loss: 0.7857... Generator Loss: 1.6401
Epoch 1/2... Discriminator Loss: 0.9422... Generator Loss: 2.4421
Epoch 1/2... Discriminator Loss: 0.8821... Generator Loss: 1.0981
Epoch 1/2... Discriminator Loss: 0.8313... Generator Loss: 1.1983
Epoch 1/2... Discriminator Loss: 0.8056... Generator Loss: 1.1764
Epoch 1/2... Discriminator Loss: 0.6447... Generator Loss: 1.5389
Epoch 1/2... Discriminator Loss: 0.9108... Generator Loss: 1.0935
Epoch 1/2... Discriminator Loss: 0.9034... Generator Loss: 1.1267
Epoch 1/2... Discriminator Loss: 0.6213... Generator Loss: 1.7176
Epoch 1/2... Discriminator Loss: 1.4415... Generator Loss: 0.5318
Epoch 1/2... Discriminator Loss: 2.2504... Generator Loss: 0.2647
Epoch 1/2... Discriminator Loss: 0.8809... Generator Loss: 1.1128
Epoch 1/2... Discriminator Loss: 0.7025... Generator Loss: 1.4749
Epoch 1/2... Discriminator Loss: 1.5481... Generator Loss: 0.4104
Epoch 1/2... Discriminator Loss: 0.8101... Generator Loss: 2.2094
Epoch 1/2... Discriminator Loss: 1.7139... Generator Loss: 3.1042
Epoch 1/2... Discriminator Loss: 1.8339... Generator Loss: 0.3549
Epoch 1/2... Discriminator Loss: 0.7960... Generator Loss: 1.5900
Epoch 1/2... Discriminator Loss: 1.0945... Generator Loss: 3.3299
Epoch 1/2... Discriminator Loss: 1.1635... Generator Loss: 0.6866
Epoch 1/2... Discriminator Loss: 0.7523... Generator Loss: 1.3906
Epoch 1/2... Discriminator Loss: 1.3378... Generator Loss: 0.6202
Epoch 1/2... Discriminator Loss: 0.7862... Generator Loss: 1.2784
Epoch 1/2... Discriminator Loss: 0.7291... Generator Loss: 1.3985
Epoch 1/2... Discriminator Loss: 0.6518... Generator Loss: 1.8939
Epoch 1/2... Discriminator Loss: 0.7014... Generator Loss: 1.6657
Epoch 1/2... Discriminator Loss: 1.4550... Generator Loss: 2.7274
Epoch 1/2... Discriminator Loss: 1.0725... Generator Loss: 0.8737
Epoch 1/2... Discriminator Loss: 1.5675... Generator Loss: 0.5495
Epoch 1/2... Discriminator Loss: 0.7289... Generator Loss: 1.9586
Epoch 1/2... Discriminator Loss: 0.6925... Generator Loss: 1.6013
Epoch 1/2... Discriminator Loss: 0.6883... Generator Loss: 1.4264
Epoch 1/2... Discriminator Loss: 0.8619... Generator Loss: 1.1473
Epoch 1/2... Discriminator Loss: 0.8171... Generator Loss: 1.8893
Epoch 1/2... Discriminator Loss: 1.0785... Generator Loss: 1.4631
Epoch 1/2... Discriminator Loss: 0.8482... Generator Loss: 1.1546
Epoch 1/2... Discriminator Loss: 0.6896... Generator Loss: 2.0702
Epoch 1/2... Discriminator Loss: 0.6639... Generator Loss: 1.5248
Epoch 1/2... Discriminator Loss: 0.9136... Generator Loss: 1.0466
Epoch 1/2... Discriminator Loss: 0.6597... Generator Loss: 1.4467
Epoch 1/2... Discriminator Loss: 0.8205... Generator Loss: 1.0966
Epoch 1/2... Discriminator Loss: 0.9784... Generator Loss: 1.5874
Epoch 1/2... Discriminator Loss: 0.9727... Generator Loss: 0.9981
Epoch 1/2... Discriminator Loss: 1.5222... Generator Loss: 0.4472
Epoch 1/2... Discriminator Loss: 1.0376... Generator Loss: 0.9267
Epoch 1/2... Discriminator Loss: 0.8158... Generator Loss: 1.2400
Epoch 1/2... Discriminator Loss: 0.8458... Generator Loss: 1.1671
Epoch 1/2... Discriminator Loss: 0.7684... Generator Loss: 1.2289
Epoch 1/2... Discriminator Loss: 0.8923... Generator Loss: 1.1714
Epoch 1/2... Discriminator Loss: 1.9054... Generator Loss: 0.3854
Epoch 1/2... Discriminator Loss: 0.8437... Generator Loss: 2.0538
Epoch 1/2... Discriminator Loss: 0.9262... Generator Loss: 0.9741
Epoch 1/2... Discriminator Loss: 0.6840... Generator Loss: 1.5313
Epoch 1/2... Discriminator Loss: 0.6457... Generator Loss: 1.5191
Epoch 1/2... Discriminator Loss: 1.0385... Generator Loss: 0.9041
Epoch 1/2... Discriminator Loss: 1.1457... Generator Loss: 0.8535
Epoch 1/2... Discriminator Loss: 0.7606... Generator Loss: 1.4260
Epoch 1/2... Discriminator Loss: 0.7767... Generator Loss: 1.3564
Epoch 1/2... Discriminator Loss: 0.6847... Generator Loss: 2.0752
Epoch 1/2... Discriminator Loss: 0.8171... Generator Loss: 1.3462
Epoch 1/2... Discriminator Loss: 0.7158... Generator Loss: 1.8201
Epoch 1/2... Discriminator Loss: 0.9311... Generator Loss: 1.0858
Epoch 1/2... Discriminator Loss: 1.0486... Generator Loss: 0.8804
Epoch 1/2... Discriminator Loss: 0.7229... Generator Loss: 1.6382
Epoch 1/2... Discriminator Loss: 0.7873... Generator Loss: 1.7640
Epoch 1/2... Discriminator Loss: 0.7528... Generator Loss: 1.5910
Epoch 1/2... Discriminator Loss: 1.0953... Generator Loss: 0.7722
Epoch 1/2... Discriminator Loss: 0.8759... Generator Loss: 1.0717

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [14]:
batch_size = 32
z_dim = 128
learning_rate = 0.0005
beta1 = 0.3


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 0/2... Discriminator Loss: 5.9035... Generator Loss: 0.0340
Epoch 0/2... Discriminator Loss: 1.5607... Generator Loss: 0.5422
Epoch 0/2... Discriminator Loss: 2.3252... Generator Loss: 0.1650
Epoch 0/2... Discriminator Loss: 1.9059... Generator Loss: 0.2779
Epoch 0/2... Discriminator Loss: 1.9953... Generator Loss: 0.2425
Epoch 0/2... Discriminator Loss: 1.1461... Generator Loss: 0.8102
Epoch 0/2... Discriminator Loss: 1.0630... Generator Loss: 0.7930
Epoch 0/2... Discriminator Loss: 1.2205... Generator Loss: 6.5011
Epoch 0/2... Discriminator Loss: 0.7260... Generator Loss: 1.3248
Epoch 0/2... Discriminator Loss: 0.8521... Generator Loss: 2.0852
Epoch 0/2... Discriminator Loss: 0.9138... Generator Loss: 0.9537
Epoch 0/2... Discriminator Loss: 0.3941... Generator Loss: 3.5501
Epoch 0/2... Discriminator Loss: 0.5958... Generator Loss: 1.5806
Epoch 0/2... Discriminator Loss: 1.3372... Generator Loss: 1.5004
Epoch 0/2... Discriminator Loss: 2.1595... Generator Loss: 4.0116
Epoch 0/2... Discriminator Loss: 1.1134... Generator Loss: 1.1395
Epoch 0/2... Discriminator Loss: 1.0773... Generator Loss: 0.8665
Epoch 0/2... Discriminator Loss: 0.8585... Generator Loss: 4.2300
Epoch 0/2... Discriminator Loss: 0.8095... Generator Loss: 1.1345
Epoch 0/2... Discriminator Loss: 1.6475... Generator Loss: 0.3549
Epoch 0/2... Discriminator Loss: 0.6418... Generator Loss: 4.7035
Epoch 0/2... Discriminator Loss: 1.9129... Generator Loss: 0.8211
Epoch 0/2... Discriminator Loss: 1.4919... Generator Loss: 0.6492
Epoch 0/2... Discriminator Loss: 1.3725... Generator Loss: 0.7287
Epoch 0/2... Discriminator Loss: 1.2304... Generator Loss: 0.9299
Epoch 0/2... Discriminator Loss: 1.1534... Generator Loss: 0.8619
Epoch 0/2... Discriminator Loss: 0.6760... Generator Loss: 2.5106
Epoch 0/2... Discriminator Loss: 3.0102... Generator Loss: 0.0836
Epoch 0/2... Discriminator Loss: 1.5352... Generator Loss: 0.6599
Epoch 0/2... Discriminator Loss: 1.0696... Generator Loss: 2.1750
Epoch 0/2... Discriminator Loss: 1.4870... Generator Loss: 0.7078
Epoch 0/2... Discriminator Loss: 1.5656... Generator Loss: 0.6957
Epoch 0/2... Discriminator Loss: 1.4331... Generator Loss: 0.6888
Epoch 0/2... Discriminator Loss: 1.3985... Generator Loss: 0.6419
Epoch 0/2... Discriminator Loss: 1.3450... Generator Loss: 0.7549
Epoch 0/2... Discriminator Loss: 1.4247... Generator Loss: 0.7060
Epoch 0/2... Discriminator Loss: 1.1716... Generator Loss: 1.5794
Epoch 0/2... Discriminator Loss: 1.1974... Generator Loss: 1.3555
Epoch 0/2... Discriminator Loss: 1.5319... Generator Loss: 0.6375
Epoch 0/2... Discriminator Loss: 1.3457... Generator Loss: 0.7899
Epoch 0/2... Discriminator Loss: 1.4610... Generator Loss: 0.7208
Epoch 0/2... Discriminator Loss: 1.4148... Generator Loss: 0.7706
Epoch 0/2... Discriminator Loss: 1.3096... Generator Loss: 0.8284
Epoch 0/2... Discriminator Loss: 1.3966... Generator Loss: 0.7469
Epoch 0/2... Discriminator Loss: 1.3687... Generator Loss: 0.8056
Epoch 0/2... Discriminator Loss: 1.3433... Generator Loss: 0.7120
Epoch 0/2... Discriminator Loss: 1.3630... Generator Loss: 0.8207
Epoch 0/2... Discriminator Loss: 1.3687... Generator Loss: 0.6983
Epoch 0/2... Discriminator Loss: 1.3510... Generator Loss: 0.6756
Epoch 0/2... Discriminator Loss: 1.3558... Generator Loss: 0.7926
Epoch 0/2... Discriminator Loss: 0.6271... Generator Loss: 1.6894
Epoch 0/2... Discriminator Loss: 1.4110... Generator Loss: 0.9535
Epoch 0/2... Discriminator Loss: 1.3356... Generator Loss: 0.8435
Epoch 0/2... Discriminator Loss: 1.3721... Generator Loss: 0.7839
Epoch 0/2... Discriminator Loss: 1.3258... Generator Loss: 0.8163
Epoch 0/2... Discriminator Loss: 1.2273... Generator Loss: 0.8129
Epoch 0/2... Discriminator Loss: 1.0572... Generator Loss: 0.9259
Epoch 0/2... Discriminator Loss: 1.0982... Generator Loss: 0.9871
Epoch 0/2... Discriminator Loss: 1.4558... Generator Loss: 0.8289
Epoch 0/2... Discriminator Loss: 1.5019... Generator Loss: 0.7230
Epoch 0/2... Discriminator Loss: 1.4831... Generator Loss: 0.7151
Epoch 0/2... Discriminator Loss: 1.4399... Generator Loss: 0.6985
Epoch 0/2... Discriminator Loss: 1.3414... Generator Loss: 0.7884
Epoch 0/2... Discriminator Loss: 1.3326... Generator Loss: 0.7708
Epoch 0/2... Discriminator Loss: 1.3991... Generator Loss: 0.7848
Epoch 0/2... Discriminator Loss: 1.3689... Generator Loss: 0.7052
Epoch 0/2... Discriminator Loss: 1.4382... Generator Loss: 0.7754
Epoch 0/2... Discriminator Loss: 1.3444... Generator Loss: 0.6920
Epoch 0/2... Discriminator Loss: 1.3242... Generator Loss: 0.7706
Epoch 0/2... Discriminator Loss: 1.3942... Generator Loss: 0.7842
Epoch 0/2... Discriminator Loss: 1.2972... Generator Loss: 0.8362
Epoch 0/2... Discriminator Loss: 1.2650... Generator Loss: 0.7689
Epoch 0/2... Discriminator Loss: 1.4790... Generator Loss: 0.7953
Epoch 0/2... Discriminator Loss: 1.4203... Generator Loss: 0.7142
Epoch 0/2... Discriminator Loss: 1.3120... Generator Loss: 0.9008
Epoch 0/2... Discriminator Loss: 0.9188... Generator Loss: 1.1031
Epoch 0/2... Discriminator Loss: 1.5789... Generator Loss: 0.7742
Epoch 0/2... Discriminator Loss: 1.2273... Generator Loss: 0.8791
Epoch 0/2... Discriminator Loss: 1.3817... Generator Loss: 0.8134
Epoch 0/2... Discriminator Loss: 1.4078... Generator Loss: 0.8756
Epoch 0/2... Discriminator Loss: 1.3067... Generator Loss: 0.8409
Epoch 0/2... Discriminator Loss: 1.4440... Generator Loss: 0.7438
Epoch 0/2... Discriminator Loss: 1.3950... Generator Loss: 0.7883
Epoch 0/2... Discriminator Loss: 1.3377... Generator Loss: 0.7409
Epoch 0/2... Discriminator Loss: 1.3373... Generator Loss: 0.7322
Epoch 0/2... Discriminator Loss: 1.3187... Generator Loss: 0.8735
Epoch 0/2... Discriminator Loss: 1.4146... Generator Loss: 0.7815
Epoch 0/2... Discriminator Loss: 1.3913... Generator Loss: 0.8033
Epoch 0/2... Discriminator Loss: 1.3441... Generator Loss: 0.8302
Epoch 0/2... Discriminator Loss: 1.4441... Generator Loss: 0.6901
Epoch 0/2... Discriminator Loss: 1.3552... Generator Loss: 0.8319
Epoch 0/2... Discriminator Loss: 1.3589... Generator Loss: 0.7364
Epoch 0/2... Discriminator Loss: 1.3984... Generator Loss: 0.5829
Epoch 0/2... Discriminator Loss: 1.4757... Generator Loss: 1.7752
Epoch 0/2... Discriminator Loss: 0.8489... Generator Loss: 1.1569
Epoch 0/2... Discriminator Loss: 1.5827... Generator Loss: 0.3994
Epoch 0/2... Discriminator Loss: 1.5045... Generator Loss: 0.6839
Epoch 0/2... Discriminator Loss: 1.3405... Generator Loss: 0.8364
Epoch 0/2... Discriminator Loss: 1.4409... Generator Loss: 0.7958
Epoch 0/2... Discriminator Loss: 1.1859... Generator Loss: 0.8284
Epoch 0/2... Discriminator Loss: 1.4272... Generator Loss: 0.8738
Epoch 0/2... Discriminator Loss: 1.4072... Generator Loss: 0.6752
Epoch 0/2... Discriminator Loss: 1.2129... Generator Loss: 0.7668
Epoch 0/2... Discriminator Loss: 0.9408... Generator Loss: 1.2552
Epoch 0/2... Discriminator Loss: 1.2883... Generator Loss: 0.8645
Epoch 0/2... Discriminator Loss: 1.5256... Generator Loss: 0.7472
Epoch 0/2... Discriminator Loss: 1.3755... Generator Loss: 0.8196
Epoch 0/2... Discriminator Loss: 1.3492... Generator Loss: 0.7982
Epoch 0/2... Discriminator Loss: 1.3168... Generator Loss: 0.7677
Epoch 0/2... Discriminator Loss: 1.3394... Generator Loss: 0.8090
Epoch 0/2... Discriminator Loss: 1.4477... Generator Loss: 0.8366
Epoch 0/2... Discriminator Loss: 1.3687... Generator Loss: 0.8165
Epoch 0/2... Discriminator Loss: 1.3096... Generator Loss: 0.6941
Epoch 0/2... Discriminator Loss: 1.3375... Generator Loss: 0.7455
Epoch 0/2... Discriminator Loss: 1.2676... Generator Loss: 0.7088
Epoch 0/2... Discriminator Loss: 1.7462... Generator Loss: 0.9604
Epoch 0/2... Discriminator Loss: 1.4680... Generator Loss: 0.7452
Epoch 0/2... Discriminator Loss: 1.2802... Generator Loss: 0.9938
Epoch 0/2... Discriminator Loss: 1.3080... Generator Loss: 0.8194
Epoch 0/2... Discriminator Loss: 1.3529... Generator Loss: 0.7594
Epoch 0/2... Discriminator Loss: 1.2687... Generator Loss: 0.7546
Epoch 0/2... Discriminator Loss: 1.4270... Generator Loss: 0.8176
Epoch 0/2... Discriminator Loss: 1.3252... Generator Loss: 0.7775
Epoch 0/2... Discriminator Loss: 1.3233... Generator Loss: 0.8559
Epoch 0/2... Discriminator Loss: 1.3726... Generator Loss: 0.7294
Epoch 0/2... Discriminator Loss: 1.4181... Generator Loss: 0.7081
Epoch 0/2... Discriminator Loss: 1.1185... Generator Loss: 1.1064
Epoch 0/2... Discriminator Loss: 1.0708... Generator Loss: 0.6990
Epoch 0/2... Discriminator Loss: 1.3768... Generator Loss: 0.8271
Epoch 0/2... Discriminator Loss: 1.4222... Generator Loss: 0.7769
Epoch 0/2... Discriminator Loss: 1.5085... Generator Loss: 0.7145
Epoch 0/2... Discriminator Loss: 1.3319... Generator Loss: 0.8035
Epoch 0/2... Discriminator Loss: 1.3547... Generator Loss: 0.7623
Epoch 0/2... Discriminator Loss: 1.4508... Generator Loss: 0.8130
Epoch 0/2... Discriminator Loss: 1.3970... Generator Loss: 0.8378
Epoch 0/2... Discriminator Loss: 1.3863... Generator Loss: 0.7688
Epoch 0/2... Discriminator Loss: 1.3939... Generator Loss: 0.4643
Epoch 0/2... Discriminator Loss: 1.3065... Generator Loss: 0.7917
Epoch 0/2... Discriminator Loss: 1.4474... Generator Loss: 0.8583
Epoch 0/2... Discriminator Loss: 0.8641... Generator Loss: 1.0061
Epoch 0/2... Discriminator Loss: 1.4247... Generator Loss: 0.6737
Epoch 0/2... Discriminator Loss: 1.2659... Generator Loss: 0.8006
Epoch 0/2... Discriminator Loss: 1.4631... Generator Loss: 0.8608
Epoch 0/2... Discriminator Loss: 1.4161... Generator Loss: 0.6954
Epoch 0/2... Discriminator Loss: 1.4408... Generator Loss: 0.8757
Epoch 0/2... Discriminator Loss: 1.3812... Generator Loss: 0.8059
Epoch 0/2... Discriminator Loss: 1.3954... Generator Loss: 0.7638
Epoch 0/2... Discriminator Loss: 1.3482... Generator Loss: 0.8499
Epoch 0/2... Discriminator Loss: 1.4194... Generator Loss: 0.7898
Epoch 0/2... Discriminator Loss: 1.3564... Generator Loss: 0.6995
Epoch 0/2... Discriminator Loss: 1.4748... Generator Loss: 0.7617
Epoch 0/2... Discriminator Loss: 1.3157... Generator Loss: 0.7378
Epoch 0/2... Discriminator Loss: 1.4352... Generator Loss: 0.7074
Epoch 0/2... Discriminator Loss: 1.4610... Generator Loss: 0.7266
Epoch 0/2... Discriminator Loss: 1.5205... Generator Loss: 0.7308
Epoch 0/2... Discriminator Loss: 1.4247... Generator Loss: 0.7138
Epoch 0/2... Discriminator Loss: 1.2517... Generator Loss: 0.8255
Epoch 0/2... Discriminator Loss: 1.3421... Generator Loss: 0.8142
Epoch 0/2... Discriminator Loss: 1.3924... Generator Loss: 0.7814
Epoch 0/2... Discriminator Loss: 1.2727... Generator Loss: 0.7801
Epoch 0/2... Discriminator Loss: 1.3251... Generator Loss: 0.6998
Epoch 0/2... Discriminator Loss: 1.1556... Generator Loss: 0.8622
Epoch 0/2... Discriminator Loss: 0.8637... Generator Loss: 2.4140
Epoch 0/2... Discriminator Loss: 1.4010... Generator Loss: 0.7334
Epoch 0/2... Discriminator Loss: 1.3916... Generator Loss: 0.7808
Epoch 0/2... Discriminator Loss: 1.4094... Generator Loss: 0.7194
Epoch 0/2... Discriminator Loss: 1.3260... Generator Loss: 0.7382
Epoch 0/2... Discriminator Loss: 1.2277... Generator Loss: 1.1424
Epoch 0/2... Discriminator Loss: 1.2782... Generator Loss: 0.8662
Epoch 0/2... Discriminator Loss: 1.3776... Generator Loss: 0.6263
Epoch 0/2... Discriminator Loss: 1.1948... Generator Loss: 0.8183
Epoch 0/2... Discriminator Loss: 1.0657... Generator Loss: 1.0744
Epoch 0/2... Discriminator Loss: 1.4118... Generator Loss: 0.8003
Epoch 0/2... Discriminator Loss: 1.4151... Generator Loss: 0.6312
Epoch 0/2... Discriminator Loss: 1.3170... Generator Loss: 0.7793
Epoch 0/2... Discriminator Loss: 1.3581... Generator Loss: 0.9697
Epoch 0/2... Discriminator Loss: 1.4851... Generator Loss: 0.7493
Epoch 0/2... Discriminator Loss: 1.3215... Generator Loss: 0.7030
Epoch 0/2... Discriminator Loss: 1.1966... Generator Loss: 1.0146
Epoch 0/2... Discriminator Loss: 1.0534... Generator Loss: 1.0070
Epoch 0/2... Discriminator Loss: 1.3316... Generator Loss: 0.8134
Epoch 0/2... Discriminator Loss: 1.4216... Generator Loss: 0.8791
Epoch 0/2... Discriminator Loss: 1.3910... Generator Loss: 0.7433
Epoch 0/2... Discriminator Loss: 1.3167... Generator Loss: 0.7435
Epoch 0/2... Discriminator Loss: 1.4468... Generator Loss: 0.8141
Epoch 0/2... Discriminator Loss: 1.4196... Generator Loss: 0.7078
Epoch 0/2... Discriminator Loss: 1.4435... Generator Loss: 0.4582
Epoch 0/2... Discriminator Loss: 1.6130... Generator Loss: 0.4161
Epoch 0/2... Discriminator Loss: 1.0044... Generator Loss: 1.3883
Epoch 0/2... Discriminator Loss: 1.5504... Generator Loss: 0.6178
Epoch 0/2... Discriminator Loss: 1.2961... Generator Loss: 0.8973
Epoch 0/2... Discriminator Loss: 1.3406... Generator Loss: 0.7463
Epoch 0/2... Discriminator Loss: 1.3753... Generator Loss: 0.7275
Epoch 0/2... Discriminator Loss: 1.4225... Generator Loss: 0.6765
Epoch 0/2... Discriminator Loss: 1.4383... Generator Loss: 0.6816
Epoch 0/2... Discriminator Loss: 1.3367... Generator Loss: 0.6670
Epoch 0/2... Discriminator Loss: 1.1737... Generator Loss: 0.7966
Epoch 0/2... Discriminator Loss: 1.3233... Generator Loss: 0.5661
Epoch 0/2... Discriminator Loss: 1.2703... Generator Loss: 0.9891
Epoch 0/2... Discriminator Loss: 1.3737... Generator Loss: 0.7386
Epoch 0/2... Discriminator Loss: 1.4068... Generator Loss: 0.8283
Epoch 0/2... Discriminator Loss: 1.3638... Generator Loss: 0.7853
Epoch 0/2... Discriminator Loss: 1.0533... Generator Loss: 1.0688
Epoch 0/2... Discriminator Loss: 1.3757... Generator Loss: 0.9960
Epoch 0/2... Discriminator Loss: 1.4178... Generator Loss: 0.5819
Epoch 0/2... Discriminator Loss: 1.3536... Generator Loss: 0.7058
Epoch 0/2... Discriminator Loss: 1.3892... Generator Loss: 0.7437
Epoch 0/2... Discriminator Loss: 1.3640... Generator Loss: 0.8987
Epoch 0/2... Discriminator Loss: 1.2207... Generator Loss: 1.0241
Epoch 0/2... Discriminator Loss: 1.2721... Generator Loss: 0.6949
Epoch 0/2... Discriminator Loss: 1.4301... Generator Loss: 0.5474
Epoch 0/2... Discriminator Loss: 1.4465... Generator Loss: 0.8637
Epoch 0/2... Discriminator Loss: 1.4472... Generator Loss: 0.6412
Epoch 0/2... Discriminator Loss: 1.2061... Generator Loss: 0.8162
Epoch 0/2... Discriminator Loss: 1.2873... Generator Loss: 0.8456
Epoch 0/2... Discriminator Loss: 1.3473... Generator Loss: 0.7813
Epoch 0/2... Discriminator Loss: 1.6328... Generator Loss: 2.1946
Epoch 0/2... Discriminator Loss: 1.0445... Generator Loss: 0.8901
Epoch 0/2... Discriminator Loss: 1.2673... Generator Loss: 0.7187
Epoch 0/2... Discriminator Loss: 1.4611... Generator Loss: 0.8352
Epoch 0/2... Discriminator Loss: 1.3630... Generator Loss: 0.8134
Epoch 0/2... Discriminator Loss: 1.3388... Generator Loss: 0.7942
Epoch 0/2... Discriminator Loss: 1.3966... Generator Loss: 0.9562
Epoch 0/2... Discriminator Loss: 1.3241... Generator Loss: 0.9683
Epoch 0/2... Discriminator Loss: 1.3688... Generator Loss: 0.8446
Epoch 0/2... Discriminator Loss: 1.3306... Generator Loss: 0.8088
Epoch 0/2... Discriminator Loss: 1.3958... Generator Loss: 0.7370
Epoch 0/2... Discriminator Loss: 1.3568... Generator Loss: 0.8217
Epoch 0/2... Discriminator Loss: 1.4270... Generator Loss: 0.7418
Epoch 0/2... Discriminator Loss: 1.3780... Generator Loss: 0.8395
Epoch 0/2... Discriminator Loss: 1.3585... Generator Loss: 0.7823
Epoch 0/2... Discriminator Loss: 1.3698... Generator Loss: 0.7609
Epoch 0/2... Discriminator Loss: 1.5052... Generator Loss: 0.7232
Epoch 0/2... Discriminator Loss: 1.4170... Generator Loss: 0.7369
Epoch 0/2... Discriminator Loss: 1.3851... Generator Loss: 0.7346
Epoch 0/2... Discriminator Loss: 1.3327... Generator Loss: 0.7731
Epoch 0/2... Discriminator Loss: 1.3837... Generator Loss: 0.9607
Epoch 0/2... Discriminator Loss: 1.3445... Generator Loss: 0.8504
Epoch 0/2... Discriminator Loss: 1.4579... Generator Loss: 0.7730
Epoch 0/2... Discriminator Loss: 1.3752... Generator Loss: 0.7720
Epoch 0/2... Discriminator Loss: 1.3152... Generator Loss: 0.8154
Epoch 0/2... Discriminator Loss: 1.3816... Generator Loss: 0.7859
Epoch 0/2... Discriminator Loss: 1.4606... Generator Loss: 0.7124
Epoch 0/2... Discriminator Loss: 1.4272... Generator Loss: 0.7591
Epoch 0/2... Discriminator Loss: 1.2893... Generator Loss: 0.7059
Epoch 0/2... Discriminator Loss: 1.3407... Generator Loss: 0.7115
Epoch 0/2... Discriminator Loss: 1.3556... Generator Loss: 0.7791
Epoch 0/2... Discriminator Loss: 1.4200... Generator Loss: 0.6961
Epoch 0/2... Discriminator Loss: 1.3106... Generator Loss: 0.7723
Epoch 0/2... Discriminator Loss: 1.1524... Generator Loss: 0.9901
Epoch 0/2... Discriminator Loss: 1.2211... Generator Loss: 0.8332
Epoch 0/2... Discriminator Loss: 1.3781... Generator Loss: 0.7991
Epoch 0/2... Discriminator Loss: 1.3871... Generator Loss: 0.7716
Epoch 0/2... Discriminator Loss: 1.1506... Generator Loss: 0.7117
Epoch 0/2... Discriminator Loss: 1.4300... Generator Loss: 0.6060
Epoch 0/2... Discriminator Loss: 1.2942... Generator Loss: 0.8762
Epoch 0/2... Discriminator Loss: 1.3110... Generator Loss: 0.7393
Epoch 0/2... Discriminator Loss: 0.8504... Generator Loss: 1.0284
Epoch 0/2... Discriminator Loss: 1.3324... Generator Loss: 0.7458
Epoch 0/2... Discriminator Loss: 1.3166... Generator Loss: 0.7359
Epoch 0/2... Discriminator Loss: 2.2208... Generator Loss: 0.1753
Epoch 0/2... Discriminator Loss: 1.3976... Generator Loss: 0.7059
Epoch 0/2... Discriminator Loss: 1.4958... Generator Loss: 1.1021
Epoch 0/2... Discriminator Loss: 1.2517... Generator Loss: 0.8862
Epoch 0/2... Discriminator Loss: 1.2915... Generator Loss: 1.0882
Epoch 0/2... Discriminator Loss: 1.3024... Generator Loss: 0.8197
Epoch 0/2... Discriminator Loss: 1.3499... Generator Loss: 0.9095
Epoch 0/2... Discriminator Loss: 1.3026... Generator Loss: 0.9255
Epoch 0/2... Discriminator Loss: 1.0412... Generator Loss: 1.1740
Epoch 0/2... Discriminator Loss: 1.3295... Generator Loss: 0.7308
Epoch 0/2... Discriminator Loss: 1.7158... Generator Loss: 1.6994
Epoch 0/2... Discriminator Loss: 1.3259... Generator Loss: 0.8042
Epoch 0/2... Discriminator Loss: 1.3260... Generator Loss: 0.6765
Epoch 0/2... Discriminator Loss: 1.2784... Generator Loss: 0.7987
Epoch 0/2... Discriminator Loss: 1.3841... Generator Loss: 0.7256
Epoch 0/2... Discriminator Loss: 1.4346... Generator Loss: 0.5581
Epoch 0/2... Discriminator Loss: 1.1619... Generator Loss: 1.0507
Epoch 0/2... Discriminator Loss: 1.3011... Generator Loss: 0.8163
Epoch 0/2... Discriminator Loss: 1.3963... Generator Loss: 0.8308
Epoch 0/2... Discriminator Loss: 1.3065... Generator Loss: 0.8423
Epoch 0/2... Discriminator Loss: 1.0660... Generator Loss: 1.0478
Epoch 0/2... Discriminator Loss: 1.3511... Generator Loss: 0.7166
Epoch 0/2... Discriminator Loss: 1.3321... Generator Loss: 0.7573
Epoch 0/2... Discriminator Loss: 1.3472... Generator Loss: 0.8120
Epoch 0/2... Discriminator Loss: 1.1802... Generator Loss: 0.6795
Epoch 0/2... Discriminator Loss: 1.2922... Generator Loss: 0.9503
Epoch 0/2... Discriminator Loss: 1.3446... Generator Loss: 0.9091
Epoch 0/2... Discriminator Loss: 1.4235... Generator Loss: 0.7471
Epoch 0/2... Discriminator Loss: 1.4150... Generator Loss: 1.1549
Epoch 0/2... Discriminator Loss: 1.3689... Generator Loss: 0.6233
Epoch 0/2... Discriminator Loss: 1.3480... Generator Loss: 0.7972
Epoch 0/2... Discriminator Loss: 1.3079... Generator Loss: 0.8498
Epoch 0/2... Discriminator Loss: 1.3168... Generator Loss: 0.6941
Epoch 0/2... Discriminator Loss: 1.4570... Generator Loss: 0.7933
Epoch 0/2... Discriminator Loss: 1.5413... Generator Loss: 0.5183
Epoch 0/2... Discriminator Loss: 1.4142... Generator Loss: 0.9737
Epoch 0/2... Discriminator Loss: 1.2012... Generator Loss: 1.0262
Epoch 0/2... Discriminator Loss: 1.6051... Generator Loss: 0.5238
Epoch 0/2... Discriminator Loss: 1.3444... Generator Loss: 0.6292
Epoch 0/2... Discriminator Loss: 1.4566... Generator Loss: 1.1888
Epoch 0/2... Discriminator Loss: 1.5244... Generator Loss: 0.5093
Epoch 0/2... Discriminator Loss: 1.3621... Generator Loss: 0.7193
Epoch 0/2... Discriminator Loss: 1.2397... Generator Loss: 0.5982
Epoch 0/2... Discriminator Loss: 1.3029... Generator Loss: 0.8263
Epoch 0/2... Discriminator Loss: 1.3918... Generator Loss: 0.6995
Epoch 0/2... Discriminator Loss: 1.2620... Generator Loss: 0.7570
Epoch 0/2... Discriminator Loss: 1.3988... Generator Loss: 0.7875
Epoch 0/2... Discriminator Loss: 1.4149... Generator Loss: 0.7402
Epoch 0/2... Discriminator Loss: 1.8129... Generator Loss: 0.2782
Epoch 0/2... Discriminator Loss: 1.3906... Generator Loss: 0.7612
Epoch 0/2... Discriminator Loss: 1.3465... Generator Loss: 0.6815
Epoch 0/2... Discriminator Loss: 1.3313... Generator Loss: 0.6797
Epoch 0/2... Discriminator Loss: 1.3837... Generator Loss: 0.7054
Epoch 0/2... Discriminator Loss: 1.2103... Generator Loss: 0.8847
Epoch 0/2... Discriminator Loss: 1.3255... Generator Loss: 0.7163
Epoch 0/2... Discriminator Loss: 1.3104... Generator Loss: 0.8541
Epoch 0/2... Discriminator Loss: 1.3617... Generator Loss: 0.7574
Epoch 0/2... Discriminator Loss: 1.3164... Generator Loss: 0.7603
Epoch 0/2... Discriminator Loss: 1.3975... Generator Loss: 0.5971
Epoch 0/2... Discriminator Loss: 1.1233... Generator Loss: 1.0006
Epoch 0/2... Discriminator Loss: 1.3444... Generator Loss: 0.7062
Epoch 0/2... Discriminator Loss: 1.0870... Generator Loss: 1.2465
Epoch 0/2... Discriminator Loss: 1.4120... Generator Loss: 0.7791
Epoch 0/2... Discriminator Loss: 1.3912... Generator Loss: 0.8135
Epoch 0/2... Discriminator Loss: 1.3068... Generator Loss: 0.5678
Epoch 0/2... Discriminator Loss: 1.3444... Generator Loss: 0.8297
Epoch 0/2... Discriminator Loss: 1.2055... Generator Loss: 0.8301
Epoch 0/2... Discriminator Loss: 1.2119... Generator Loss: 0.9382
Epoch 0/2... Discriminator Loss: 1.4456... Generator Loss: 0.6446
Epoch 0/2... Discriminator Loss: 1.2647... Generator Loss: 0.8760
Epoch 0/2... Discriminator Loss: 1.4236... Generator Loss: 0.5072
Epoch 0/2... Discriminator Loss: 1.4282... Generator Loss: 0.5895
Epoch 0/2... Discriminator Loss: 1.3718... Generator Loss: 0.6913
Epoch 0/2... Discriminator Loss: 1.2833... Generator Loss: 0.8257
Epoch 0/2... Discriminator Loss: 1.3447... Generator Loss: 0.7843
Epoch 0/2... Discriminator Loss: 1.1479... Generator Loss: 0.7454
Epoch 0/2... Discriminator Loss: 1.1712... Generator Loss: 0.8657
Epoch 0/2... Discriminator Loss: 1.3642... Generator Loss: 0.6585
Epoch 0/2... Discriminator Loss: 1.2492... Generator Loss: 0.7456
Epoch 0/2... Discriminator Loss: 1.1778... Generator Loss: 0.9614
Epoch 0/2... Discriminator Loss: 1.1419... Generator Loss: 0.8994
Epoch 0/2... Discriminator Loss: 2.2321... Generator Loss: 2.1425
Epoch 0/2... Discriminator Loss: 1.3015... Generator Loss: 0.8822
Epoch 0/2... Discriminator Loss: 1.0755... Generator Loss: 0.8634
Epoch 0/2... Discriminator Loss: 1.3037... Generator Loss: 0.7030
Epoch 0/2... Discriminator Loss: 1.4220... Generator Loss: 0.8257
Epoch 0/2... Discriminator Loss: 1.4747... Generator Loss: 0.4819
Epoch 0/2... Discriminator Loss: 1.6399... Generator Loss: 1.5365
Epoch 0/2... Discriminator Loss: 1.4219... Generator Loss: 0.8175
Epoch 0/2... Discriminator Loss: 1.3579... Generator Loss: 0.6910
Epoch 0/2... Discriminator Loss: 1.1795... Generator Loss: 0.8804
Epoch 0/2... Discriminator Loss: 1.1144... Generator Loss: 0.9473
Epoch 0/2... Discriminator Loss: 1.4880... Generator Loss: 0.6793
Epoch 0/2... Discriminator Loss: 1.7394... Generator Loss: 1.4562
Epoch 0/2... Discriminator Loss: 1.3654... Generator Loss: 0.7245
Epoch 0/2... Discriminator Loss: 1.3382... Generator Loss: 0.8941
Epoch 0/2... Discriminator Loss: 1.4076... Generator Loss: 0.6168
Epoch 0/2... Discriminator Loss: 1.3927... Generator Loss: 0.8001
Epoch 0/2... Discriminator Loss: 1.3803... Generator Loss: 1.3559
Epoch 0/2... Discriminator Loss: 1.5303... Generator Loss: 0.7658
Epoch 0/2... Discriminator Loss: 1.3510... Generator Loss: 0.6540
Epoch 0/2... Discriminator Loss: 1.0926... Generator Loss: 1.0378
Epoch 0/2... Discriminator Loss: 1.4418... Generator Loss: 0.5550
Epoch 0/2... Discriminator Loss: 1.2893... Generator Loss: 1.0956
Epoch 0/2... Discriminator Loss: 1.2369... Generator Loss: 0.9517
Epoch 0/2... Discriminator Loss: 1.3249... Generator Loss: 0.7010
Epoch 0/2... Discriminator Loss: 1.3568... Generator Loss: 1.1914
Epoch 0/2... Discriminator Loss: 1.3506... Generator Loss: 1.0678
Epoch 0/2... Discriminator Loss: 1.3523... Generator Loss: 0.6630
Epoch 0/2... Discriminator Loss: 1.0861... Generator Loss: 0.9884
Epoch 0/2... Discriminator Loss: 1.2767... Generator Loss: 0.7247
Epoch 0/2... Discriminator Loss: 1.3039... Generator Loss: 0.8268
Epoch 0/2... Discriminator Loss: 1.3685... Generator Loss: 1.3065
Epoch 0/2... Discriminator Loss: 1.5017... Generator Loss: 0.4964
Epoch 0/2... Discriminator Loss: 1.3692... Generator Loss: 1.0045
Epoch 0/2... Discriminator Loss: 1.4176... Generator Loss: 0.4670
Epoch 0/2... Discriminator Loss: 1.4072... Generator Loss: 0.9835
Epoch 0/2... Discriminator Loss: 1.2368... Generator Loss: 0.8688
Epoch 0/2... Discriminator Loss: 1.2792... Generator Loss: 0.8551
Epoch 0/2... Discriminator Loss: 1.2695... Generator Loss: 0.7352
Epoch 0/2... Discriminator Loss: 1.3150... Generator Loss: 0.9332
Epoch 0/2... Discriminator Loss: 1.3966... Generator Loss: 0.5402
Epoch 0/2... Discriminator Loss: 1.4708... Generator Loss: 0.6150
Epoch 0/2... Discriminator Loss: 1.2105... Generator Loss: 0.8110
Epoch 0/2... Discriminator Loss: 1.3236... Generator Loss: 0.8955
Epoch 0/2... Discriminator Loss: 1.3559... Generator Loss: 0.7224
Epoch 0/2... Discriminator Loss: 1.3515... Generator Loss: 0.5770
Epoch 0/2... Discriminator Loss: 1.3403... Generator Loss: 0.6600
Epoch 0/2... Discriminator Loss: 1.3490... Generator Loss: 0.6826
Epoch 0/2... Discriminator Loss: 1.3950... Generator Loss: 0.6893
Epoch 0/2... Discriminator Loss: 1.1735... Generator Loss: 1.0109
Epoch 0/2... Discriminator Loss: 1.1848... Generator Loss: 1.1040
Epoch 0/2... Discriminator Loss: 0.9464... Generator Loss: 1.2144
Epoch 0/2... Discriminator Loss: 1.8983... Generator Loss: 1.9389
Epoch 0/2... Discriminator Loss: 1.2897... Generator Loss: 0.7826
Epoch 0/2... Discriminator Loss: 1.4153... Generator Loss: 1.1386
Epoch 0/2... Discriminator Loss: 1.3656... Generator Loss: 1.0181
Epoch 0/2... Discriminator Loss: 1.3564... Generator Loss: 0.7606
Epoch 0/2... Discriminator Loss: 1.3385... Generator Loss: 0.6548
Epoch 0/2... Discriminator Loss: 1.3442... Generator Loss: 0.5358
Epoch 0/2... Discriminator Loss: 1.1224... Generator Loss: 0.8761
Epoch 0/2... Discriminator Loss: 1.2830... Generator Loss: 1.1225
Epoch 0/2... Discriminator Loss: 1.2650... Generator Loss: 0.8915
Epoch 0/2... Discriminator Loss: 1.2253... Generator Loss: 0.6847
Epoch 0/2... Discriminator Loss: 1.3450... Generator Loss: 0.7150
Epoch 0/2... Discriminator Loss: 1.1250... Generator Loss: 1.0373
Epoch 0/2... Discriminator Loss: 1.3819... Generator Loss: 0.5684
Epoch 0/2... Discriminator Loss: 1.2191... Generator Loss: 1.1170
Epoch 0/2... Discriminator Loss: 1.4638... Generator Loss: 1.0225
Epoch 0/2... Discriminator Loss: 1.2375... Generator Loss: 0.6820
Epoch 0/2... Discriminator Loss: 1.7402... Generator Loss: 0.3063
Epoch 0/2... Discriminator Loss: 1.4212... Generator Loss: 0.6208
Epoch 0/2... Discriminator Loss: 1.3740... Generator Loss: 0.9870
Epoch 0/2... Discriminator Loss: 1.2768... Generator Loss: 1.0973
Epoch 0/2... Discriminator Loss: 1.2971... Generator Loss: 0.6018
Epoch 0/2... Discriminator Loss: 1.6278... Generator Loss: 1.4609
Epoch 0/2... Discriminator Loss: 1.2822... Generator Loss: 0.6853
Epoch 0/2... Discriminator Loss: 1.2808... Generator Loss: 0.9448
Epoch 0/2... Discriminator Loss: 1.4362... Generator Loss: 0.4404
Epoch 0/2... Discriminator Loss: 1.4121... Generator Loss: 0.5919
Epoch 0/2... Discriminator Loss: 1.2530... Generator Loss: 0.9173
Epoch 0/2... Discriminator Loss: 1.2652... Generator Loss: 0.7539
Epoch 0/2... Discriminator Loss: 1.2451... Generator Loss: 0.7599
Epoch 0/2... Discriminator Loss: 1.2483... Generator Loss: 0.8420
Epoch 0/2... Discriminator Loss: 1.2166... Generator Loss: 0.8360
Epoch 0/2... Discriminator Loss: 1.3726... Generator Loss: 0.6475
Epoch 0/2... Discriminator Loss: 1.2517... Generator Loss: 0.8318
Epoch 0/2... Discriminator Loss: 1.2706... Generator Loss: 0.7143
Epoch 0/2... Discriminator Loss: 1.1617... Generator Loss: 1.0490
Epoch 0/2... Discriminator Loss: 1.3629... Generator Loss: 0.9123
Epoch 0/2... Discriminator Loss: 1.3030... Generator Loss: 0.8870
Epoch 0/2... Discriminator Loss: 1.3418... Generator Loss: 1.0619
Epoch 0/2... Discriminator Loss: 1.3145... Generator Loss: 1.0202
Epoch 0/2... Discriminator Loss: 1.1565... Generator Loss: 0.8171
Epoch 0/2... Discriminator Loss: 1.3891... Generator Loss: 0.5816
Epoch 0/2... Discriminator Loss: 1.4023... Generator Loss: 0.5236
Epoch 0/2... Discriminator Loss: 1.4361... Generator Loss: 0.8248
Epoch 0/2... Discriminator Loss: 1.3691... Generator Loss: 0.6361
Epoch 0/2... Discriminator Loss: 1.1903... Generator Loss: 0.7429
Epoch 0/2... Discriminator Loss: 1.3778... Generator Loss: 0.7416
Epoch 0/2... Discriminator Loss: 1.3783... Generator Loss: 0.7983
Epoch 0/2... Discriminator Loss: 1.4611... Generator Loss: 0.7095
Epoch 0/2... Discriminator Loss: 1.3845... Generator Loss: 0.5565
Epoch 0/2... Discriminator Loss: 1.2457... Generator Loss: 0.7658
Epoch 0/2... Discriminator Loss: 1.4542... Generator Loss: 0.5837
Epoch 0/2... Discriminator Loss: 1.2763... Generator Loss: 0.6383
Epoch 0/2... Discriminator Loss: 1.3379... Generator Loss: 0.7372
Epoch 0/2... Discriminator Loss: 1.2830... Generator Loss: 0.7410
Epoch 0/2... Discriminator Loss: 1.3648... Generator Loss: 0.6724
Epoch 0/2... Discriminator Loss: 1.5415... Generator Loss: 0.4900
Epoch 0/2... Discriminator Loss: 1.2239... Generator Loss: 0.9535
Epoch 0/2... Discriminator Loss: 1.3144... Generator Loss: 0.5954
Epoch 0/2... Discriminator Loss: 1.5077... Generator Loss: 1.5194
Epoch 0/2... Discriminator Loss: 1.2827... Generator Loss: 0.7456
Epoch 0/2... Discriminator Loss: 1.3520... Generator Loss: 1.0771
Epoch 0/2... Discriminator Loss: 1.4351... Generator Loss: 0.6426
Epoch 0/2... Discriminator Loss: 1.4028... Generator Loss: 0.5900
Epoch 0/2... Discriminator Loss: 1.2392... Generator Loss: 0.8345
Epoch 0/2... Discriminator Loss: 1.2320... Generator Loss: 0.6721
Epoch 0/2... Discriminator Loss: 1.4050... Generator Loss: 0.6071
Epoch 0/2... Discriminator Loss: 1.2954... Generator Loss: 0.7649
Epoch 0/2... Discriminator Loss: 0.9901... Generator Loss: 1.3488
Epoch 0/2... Discriminator Loss: 1.5323... Generator Loss: 0.4004
Epoch 0/2... Discriminator Loss: 1.3334... Generator Loss: 0.6562
Epoch 0/2... Discriminator Loss: 1.3443... Generator Loss: 0.6330
Epoch 0/2... Discriminator Loss: 1.6735... Generator Loss: 0.3801
Epoch 0/2... Discriminator Loss: 1.3450... Generator Loss: 0.8303
Epoch 0/2... Discriminator Loss: 1.2986... Generator Loss: 0.6634
Epoch 0/2... Discriminator Loss: 1.3946... Generator Loss: 0.5180
Epoch 0/2... Discriminator Loss: 1.2993... Generator Loss: 0.9128
Epoch 0/2... Discriminator Loss: 1.3236... Generator Loss: 0.7425
Epoch 0/2... Discriminator Loss: 1.2704... Generator Loss: 0.7999
Epoch 0/2... Discriminator Loss: 1.2729... Generator Loss: 0.8092
Epoch 0/2... Discriminator Loss: 1.2484... Generator Loss: 1.0351
Epoch 0/2... Discriminator Loss: 1.5096... Generator Loss: 0.5296
Epoch 0/2... Discriminator Loss: 1.3021... Generator Loss: 0.9028
Epoch 0/2... Discriminator Loss: 1.1971... Generator Loss: 0.8845
Epoch 0/2... Discriminator Loss: 1.3453... Generator Loss: 0.6616
Epoch 0/2... Discriminator Loss: 1.3234... Generator Loss: 0.7174
Epoch 0/2... Discriminator Loss: 1.3922... Generator Loss: 0.6467
Epoch 0/2... Discriminator Loss: 1.5394... Generator Loss: 0.7426
Epoch 0/2... Discriminator Loss: 1.2166... Generator Loss: 0.7474
Epoch 0/2... Discriminator Loss: 1.5328... Generator Loss: 0.4213
Epoch 0/2... Discriminator Loss: 1.4792... Generator Loss: 0.5023
Epoch 0/2... Discriminator Loss: 1.3123... Generator Loss: 0.6831
Epoch 0/2... Discriminator Loss: 1.3241... Generator Loss: 0.6559
Epoch 0/2... Discriminator Loss: 1.2922... Generator Loss: 0.8536
Epoch 0/2... Discriminator Loss: 1.3228... Generator Loss: 0.6162
Epoch 0/2... Discriminator Loss: 1.2891... Generator Loss: 0.6121
Epoch 0/2... Discriminator Loss: 1.2205... Generator Loss: 0.7756
Epoch 0/2... Discriminator Loss: 1.3939... Generator Loss: 0.5191
Epoch 0/2... Discriminator Loss: 1.3592... Generator Loss: 0.6271
Epoch 0/2... Discriminator Loss: 1.3569... Generator Loss: 0.8288
Epoch 0/2... Discriminator Loss: 1.4161... Generator Loss: 0.6232
Epoch 0/2... Discriminator Loss: 1.3069... Generator Loss: 0.7094
Epoch 0/2... Discriminator Loss: 1.3789... Generator Loss: 0.5817
Epoch 0/2... Discriminator Loss: 1.2609... Generator Loss: 0.8645
Epoch 0/2... Discriminator Loss: 1.4043... Generator Loss: 0.6023
Epoch 0/2... Discriminator Loss: 1.2370... Generator Loss: 0.7743
Epoch 0/2... Discriminator Loss: 1.5178... Generator Loss: 0.5743
Epoch 0/2... Discriminator Loss: 1.3368... Generator Loss: 0.7043
Epoch 0/2... Discriminator Loss: 1.4060... Generator Loss: 0.6029
Epoch 0/2... Discriminator Loss: 1.3180... Generator Loss: 0.9146
Epoch 0/2... Discriminator Loss: 1.2143... Generator Loss: 0.9387
Epoch 0/2... Discriminator Loss: 1.3133... Generator Loss: 0.7033
Epoch 0/2... Discriminator Loss: 1.2050... Generator Loss: 0.8352
Epoch 0/2... Discriminator Loss: 1.2043... Generator Loss: 0.8940
Epoch 0/2... Discriminator Loss: 1.4325... Generator Loss: 0.6074
Epoch 0/2... Discriminator Loss: 1.5647... Generator Loss: 0.5313
Epoch 0/2... Discriminator Loss: 1.4939... Generator Loss: 0.5189
Epoch 0/2... Discriminator Loss: 1.3224... Generator Loss: 0.8317
Epoch 0/2... Discriminator Loss: 1.3770... Generator Loss: 0.7041
Epoch 0/2... Discriminator Loss: 1.3369... Generator Loss: 0.6100
Epoch 0/2... Discriminator Loss: 1.4029... Generator Loss: 0.5222
Epoch 0/2... Discriminator Loss: 1.4171... Generator Loss: 0.7122
Epoch 0/2... Discriminator Loss: 1.3603... Generator Loss: 0.7500
Epoch 0/2... Discriminator Loss: 1.3033... Generator Loss: 0.7573
Epoch 0/2... Discriminator Loss: 1.1409... Generator Loss: 0.9313
Epoch 0/2... Discriminator Loss: 1.2819... Generator Loss: 0.6903
Epoch 0/2... Discriminator Loss: 1.4530... Generator Loss: 0.6221
Epoch 0/2... Discriminator Loss: 1.3816... Generator Loss: 0.6011
Epoch 0/2... Discriminator Loss: 1.2827... Generator Loss: 0.8555
Epoch 0/2... Discriminator Loss: 1.3015... Generator Loss: 0.7994
Epoch 0/2... Discriminator Loss: 1.4600... Generator Loss: 0.6846
Epoch 0/2... Discriminator Loss: 1.3252... Generator Loss: 0.6625
Epoch 0/2... Discriminator Loss: 1.3677... Generator Loss: 0.6942
Epoch 0/2... Discriminator Loss: 1.2714... Generator Loss: 0.6247
Epoch 0/2... Discriminator Loss: 1.1903... Generator Loss: 1.0934
Epoch 0/2... Discriminator Loss: 1.3330... Generator Loss: 0.7659
Epoch 0/2... Discriminator Loss: 1.1993... Generator Loss: 0.7757
Epoch 0/2... Discriminator Loss: 1.2669... Generator Loss: 0.7259
Epoch 0/2... Discriminator Loss: 1.2587... Generator Loss: 0.7147
Epoch 0/2... Discriminator Loss: 1.1807... Generator Loss: 0.9592
Epoch 0/2... Discriminator Loss: 1.2795... Generator Loss: 0.9271
Epoch 0/2... Discriminator Loss: 1.2944... Generator Loss: 0.6063
Epoch 0/2... Discriminator Loss: 1.3362... Generator Loss: 0.6823
Epoch 0/2... Discriminator Loss: 1.4276... Generator Loss: 0.5423
Epoch 0/2... Discriminator Loss: 1.3675... Generator Loss: 0.6623
Epoch 0/2... Discriminator Loss: 1.3160... Generator Loss: 0.9523
Epoch 0/2... Discriminator Loss: 1.3733... Generator Loss: 0.6152
Epoch 0/2... Discriminator Loss: 1.2529... Generator Loss: 0.7715
Epoch 0/2... Discriminator Loss: 1.3177... Generator Loss: 0.8097
Epoch 0/2... Discriminator Loss: 1.3912... Generator Loss: 0.5789
Epoch 0/2... Discriminator Loss: 1.3870... Generator Loss: 0.7497
Epoch 0/2... Discriminator Loss: 1.5323... Generator Loss: 0.5019
Epoch 0/2... Discriminator Loss: 1.4679... Generator Loss: 0.5070
Epoch 0/2... Discriminator Loss: 1.3174... Generator Loss: 0.6415
Epoch 0/2... Discriminator Loss: 1.4620... Generator Loss: 0.9333
Epoch 0/2... Discriminator Loss: 1.3490... Generator Loss: 0.6294
Epoch 0/2... Discriminator Loss: 1.3359... Generator Loss: 0.6591
Epoch 0/2... Discriminator Loss: 1.2494... Generator Loss: 1.0220
Epoch 0/2... Discriminator Loss: 1.5621... Generator Loss: 0.4842
Epoch 0/2... Discriminator Loss: 1.3068... Generator Loss: 0.9314
Epoch 0/2... Discriminator Loss: 1.3363... Generator Loss: 0.6808
Epoch 0/2... Discriminator Loss: 1.2326... Generator Loss: 0.7744
Epoch 0/2... Discriminator Loss: 1.2903... Generator Loss: 0.8725
Epoch 0/2... Discriminator Loss: 1.1574... Generator Loss: 0.9513
Epoch 0/2... Discriminator Loss: 1.4249... Generator Loss: 0.5529
Epoch 0/2... Discriminator Loss: 1.3503... Generator Loss: 0.7547
Epoch 0/2... Discriminator Loss: 1.3371... Generator Loss: 0.7526
Epoch 0/2... Discriminator Loss: 1.3305... Generator Loss: 0.6265
Epoch 0/2... Discriminator Loss: 1.1924... Generator Loss: 0.9660
Epoch 0/2... Discriminator Loss: 1.2831... Generator Loss: 0.7684
Epoch 0/2... Discriminator Loss: 1.2214... Generator Loss: 1.0707
Epoch 0/2... Discriminator Loss: 1.3045... Generator Loss: 0.6093
Epoch 0/2... Discriminator Loss: 1.3461... Generator Loss: 0.8944
Epoch 0/2... Discriminator Loss: 1.4296... Generator Loss: 0.5445
Epoch 0/2... Discriminator Loss: 1.2977... Generator Loss: 0.7343
Epoch 0/2... Discriminator Loss: 1.2935... Generator Loss: 0.6898
Epoch 0/2... Discriminator Loss: 1.2699... Generator Loss: 0.8329
Epoch 0/2... Discriminator Loss: 1.4292... Generator Loss: 1.0450
Epoch 0/2... Discriminator Loss: 1.3474... Generator Loss: 0.8163
Epoch 0/2... Discriminator Loss: 1.3274... Generator Loss: 0.7443
Epoch 0/2... Discriminator Loss: 1.2718... Generator Loss: 0.6392
Epoch 0/2... Discriminator Loss: 1.2484... Generator Loss: 0.7770
Epoch 0/2... Discriminator Loss: 1.1497... Generator Loss: 0.9606
Epoch 0/2... Discriminator Loss: 1.3312... Generator Loss: 0.8052
Epoch 0/2... Discriminator Loss: 1.3629... Generator Loss: 0.6019
Epoch 0/2... Discriminator Loss: 1.1713... Generator Loss: 0.7892
Epoch 0/2... Discriminator Loss: 1.3053... Generator Loss: 0.6730
Epoch 0/2... Discriminator Loss: 1.3168... Generator Loss: 0.6438
Epoch 0/2... Discriminator Loss: 1.1394... Generator Loss: 0.9917
Epoch 0/2... Discriminator Loss: 1.5228... Generator Loss: 1.2389
Epoch 0/2... Discriminator Loss: 1.2171... Generator Loss: 0.8707
Epoch 0/2... Discriminator Loss: 1.2960... Generator Loss: 0.8788
Epoch 0/2... Discriminator Loss: 1.3251... Generator Loss: 0.7672
Epoch 0/2... Discriminator Loss: 1.3127... Generator Loss: 0.6917
Epoch 0/2... Discriminator Loss: 1.3218... Generator Loss: 0.8072
Epoch 0/2... Discriminator Loss: 1.2433... Generator Loss: 0.7664
Epoch 0/2... Discriminator Loss: 1.3747... Generator Loss: 0.5282
Epoch 0/2... Discriminator Loss: 1.3287... Generator Loss: 0.7341
Epoch 0/2... Discriminator Loss: 1.4092... Generator Loss: 0.5963
Epoch 0/2... Discriminator Loss: 1.3156... Generator Loss: 0.6356
Epoch 0/2... Discriminator Loss: 1.2632... Generator Loss: 1.0088
Epoch 0/2... Discriminator Loss: 1.3603... Generator Loss: 0.6786
Epoch 0/2... Discriminator Loss: 1.4228... Generator Loss: 0.4757
Epoch 0/2... Discriminator Loss: 1.3227... Generator Loss: 0.6671
Epoch 0/2... Discriminator Loss: 1.3448... Generator Loss: 0.8062
Epoch 0/2... Discriminator Loss: 1.1693... Generator Loss: 0.8664
Epoch 0/2... Discriminator Loss: 1.2981... Generator Loss: 0.7689
Epoch 0/2... Discriminator Loss: 1.3394... Generator Loss: 0.6340
Epoch 0/2... Discriminator Loss: 1.3074... Generator Loss: 0.7256
Epoch 0/2... Discriminator Loss: 1.4238... Generator Loss: 0.5778
Epoch 0/2... Discriminator Loss: 1.3477... Generator Loss: 0.7308
Epoch 0/2... Discriminator Loss: 1.3032... Generator Loss: 0.8386
Epoch 0/2... Discriminator Loss: 1.2580... Generator Loss: 0.6921
Epoch 0/2... Discriminator Loss: 1.2836... Generator Loss: 0.9089
Epoch 0/2... Discriminator Loss: 1.3382... Generator Loss: 0.8527
Epoch 0/2... Discriminator Loss: 1.3686... Generator Loss: 0.6058
Epoch 0/2... Discriminator Loss: 1.3141... Generator Loss: 0.5750
Epoch 0/2... Discriminator Loss: 1.3721... Generator Loss: 0.6037
Epoch 0/2... Discriminator Loss: 1.2945... Generator Loss: 0.7187
Epoch 0/2... Discriminator Loss: 1.5108... Generator Loss: 0.4701
Epoch 0/2... Discriminator Loss: 1.3917... Generator Loss: 0.6070
Epoch 0/2... Discriminator Loss: 1.4080... Generator Loss: 0.5286
Epoch 0/2... Discriminator Loss: 1.2359... Generator Loss: 0.9389
Epoch 0/2... Discriminator Loss: 1.4626... Generator Loss: 0.5724
Epoch 0/2... Discriminator Loss: 1.2899... Generator Loss: 0.6420
Epoch 0/2... Discriminator Loss: 1.2955... Generator Loss: 0.7641
Epoch 0/2... Discriminator Loss: 1.2383... Generator Loss: 0.6963
Epoch 0/2... Discriminator Loss: 1.2525... Generator Loss: 0.9103
Epoch 0/2... Discriminator Loss: 1.2600... Generator Loss: 0.7070
Epoch 0/2... Discriminator Loss: 1.3806... Generator Loss: 0.6376
Epoch 0/2... Discriminator Loss: 1.4207... Generator Loss: 0.5564
Epoch 0/2... Discriminator Loss: 1.3102... Generator Loss: 0.7186
Epoch 0/2... Discriminator Loss: 1.3877... Generator Loss: 0.5565
Epoch 0/2... Discriminator Loss: 1.3388... Generator Loss: 0.5901
Epoch 0/2... Discriminator Loss: 1.3939... Generator Loss: 0.5587
Epoch 0/2... Discriminator Loss: 1.3496... Generator Loss: 0.5530
Epoch 0/2... Discriminator Loss: 1.3300... Generator Loss: 0.6853
Epoch 0/2... Discriminator Loss: 1.1986... Generator Loss: 1.0168
Epoch 0/2... Discriminator Loss: 1.3073... Generator Loss: 0.7579
Epoch 0/2... Discriminator Loss: 1.2581... Generator Loss: 0.7140
Epoch 1/2... Discriminator Loss: 1.1757... Generator Loss: 0.7446
Epoch 1/2... Discriminator Loss: 1.4707... Generator Loss: 0.5932
Epoch 1/2... Discriminator Loss: 1.2180... Generator Loss: 0.8802
Epoch 1/2... Discriminator Loss: 1.2772... Generator Loss: 0.7337
Epoch 1/2... Discriminator Loss: 1.2945... Generator Loss: 0.6066
Epoch 1/2... Discriminator Loss: 1.3132... Generator Loss: 0.7142
Epoch 1/2... Discriminator Loss: 1.3035... Generator Loss: 0.6482
Epoch 1/2... Discriminator Loss: 1.1844... Generator Loss: 0.9568
Epoch 1/2... Discriminator Loss: 1.1514... Generator Loss: 0.8980
Epoch 1/2... Discriminator Loss: 1.4339... Generator Loss: 1.2469
Epoch 1/2... Discriminator Loss: 1.2700... Generator Loss: 0.7340
Epoch 1/2... Discriminator Loss: 1.4369... Generator Loss: 0.5024
Epoch 1/2... Discriminator Loss: 1.3030... Generator Loss: 0.7619
Epoch 1/2... Discriminator Loss: 1.3519... Generator Loss: 0.6539
Epoch 1/2... Discriminator Loss: 1.3005... Generator Loss: 0.7185
Epoch 1/2... Discriminator Loss: 1.3375... Generator Loss: 0.5732
Epoch 1/2... Discriminator Loss: 1.2722... Generator Loss: 0.8513
Epoch 1/2... Discriminator Loss: 1.3210... Generator Loss: 0.8368
Epoch 1/2... Discriminator Loss: 1.3659... Generator Loss: 0.5688
Epoch 1/2... Discriminator Loss: 1.3565... Generator Loss: 0.6593
Epoch 1/2... Discriminator Loss: 1.1406... Generator Loss: 0.7814
Epoch 1/2... Discriminator Loss: 1.1493... Generator Loss: 0.9231
Epoch 1/2... Discriminator Loss: 1.2455... Generator Loss: 0.8474
Epoch 1/2... Discriminator Loss: 1.4658... Generator Loss: 0.5396
Epoch 1/2... Discriminator Loss: 1.2569... Generator Loss: 0.7256
Epoch 1/2... Discriminator Loss: 1.2051... Generator Loss: 0.9089
Epoch 1/2... Discriminator Loss: 1.3420... Generator Loss: 0.7699
Epoch 1/2... Discriminator Loss: 1.3783... Generator Loss: 0.7739
Epoch 1/2... Discriminator Loss: 1.3562... Generator Loss: 0.6000
Epoch 1/2... Discriminator Loss: 1.2954... Generator Loss: 1.1539
Epoch 1/2... Discriminator Loss: 1.4161... Generator Loss: 0.6479
Epoch 1/2... Discriminator Loss: 1.2312... Generator Loss: 0.8385
Epoch 1/2... Discriminator Loss: 1.3940... Generator Loss: 0.5995
Epoch 1/2... Discriminator Loss: 1.2395... Generator Loss: 0.7265
Epoch 1/2... Discriminator Loss: 1.2458... Generator Loss: 1.0558
Epoch 1/2... Discriminator Loss: 1.3044... Generator Loss: 0.7434
Epoch 1/2... Discriminator Loss: 1.2419... Generator Loss: 0.8281
Epoch 1/2... Discriminator Loss: 1.3116... Generator Loss: 0.6129
Epoch 1/2... Discriminator Loss: 1.1368... Generator Loss: 0.9805
Epoch 1/2... Discriminator Loss: 1.2613... Generator Loss: 0.7073
Epoch 1/2... Discriminator Loss: 1.2227... Generator Loss: 1.1381
Epoch 1/2... Discriminator Loss: 1.2170... Generator Loss: 0.8841
Epoch 1/2... Discriminator Loss: 1.4062... Generator Loss: 0.7374
Epoch 1/2... Discriminator Loss: 1.2192... Generator Loss: 0.8170
Epoch 1/2... Discriminator Loss: 1.3238... Generator Loss: 0.7295
Epoch 1/2... Discriminator Loss: 1.3402... Generator Loss: 0.8558
Epoch 1/2... Discriminator Loss: 1.2804... Generator Loss: 0.7509
Epoch 1/2... Discriminator Loss: 1.3847... Generator Loss: 0.6189
Epoch 1/2... Discriminator Loss: 1.3358... Generator Loss: 0.6302
Epoch 1/2... Discriminator Loss: 1.3385... Generator Loss: 0.5937
Epoch 1/2... Discriminator Loss: 1.1915... Generator Loss: 0.8364
Epoch 1/2... Discriminator Loss: 1.3754... Generator Loss: 0.5642
Epoch 1/2... Discriminator Loss: 1.1563... Generator Loss: 0.9698
Epoch 1/2... Discriminator Loss: 1.1966... Generator Loss: 0.9022
Epoch 1/2... Discriminator Loss: 1.2398... Generator Loss: 0.8130
Epoch 1/2... Discriminator Loss: 1.3405... Generator Loss: 0.8701
Epoch 1/2... Discriminator Loss: 1.2723... Generator Loss: 1.0729
Epoch 1/2... Discriminator Loss: 1.3171... Generator Loss: 0.7378
Epoch 1/2... Discriminator Loss: 1.3655... Generator Loss: 0.6656
Epoch 1/2... Discriminator Loss: 1.2813... Generator Loss: 0.7270
Epoch 1/2... Discriminator Loss: 1.3268... Generator Loss: 0.7297
Epoch 1/2... Discriminator Loss: 1.4147... Generator Loss: 0.5163
Epoch 1/2... Discriminator Loss: 1.2524... Generator Loss: 0.6391
Epoch 1/2... Discriminator Loss: 1.3762... Generator Loss: 0.5622
Epoch 1/2... Discriminator Loss: 1.1971... Generator Loss: 0.8572
Epoch 1/2... Discriminator Loss: 1.2257... Generator Loss: 0.9553
Epoch 1/2... Discriminator Loss: 1.4608... Generator Loss: 0.4773
Epoch 1/2... Discriminator Loss: 1.2154... Generator Loss: 0.8127
Epoch 1/2... Discriminator Loss: 1.1967... Generator Loss: 0.7829
Epoch 1/2... Discriminator Loss: 1.2659... Generator Loss: 0.8556
Epoch 1/2... Discriminator Loss: 1.2266... Generator Loss: 0.7747
Epoch 1/2... Discriminator Loss: 1.5102... Generator Loss: 1.1807
Epoch 1/2... Discriminator Loss: 1.3198... Generator Loss: 0.7223
Epoch 1/2... Discriminator Loss: 1.1938... Generator Loss: 0.8570
Epoch 1/2... Discriminator Loss: 1.2950... Generator Loss: 0.7347
Epoch 1/2... Discriminator Loss: 1.2108... Generator Loss: 0.7908
Epoch 1/2... Discriminator Loss: 1.4022... Generator Loss: 0.6292
Epoch 1/2... Discriminator Loss: 1.3174... Generator Loss: 0.7293
Epoch 1/2... Discriminator Loss: 1.3109... Generator Loss: 0.7410
Epoch 1/2... Discriminator Loss: 1.2978... Generator Loss: 0.6682
Epoch 1/2... Discriminator Loss: 1.3291... Generator Loss: 0.7401
Epoch 1/2... Discriminator Loss: 1.4033... Generator Loss: 0.5406
Epoch 1/2... Discriminator Loss: 1.2257... Generator Loss: 0.8230
Epoch 1/2... Discriminator Loss: 1.3283... Generator Loss: 0.8868
Epoch 1/2... Discriminator Loss: 1.3071... Generator Loss: 0.7079
Epoch 1/2... Discriminator Loss: 1.2680... Generator Loss: 0.8374
Epoch 1/2... Discriminator Loss: 1.3878... Generator Loss: 0.6629
Epoch 1/2... Discriminator Loss: 1.2335... Generator Loss: 0.8305
Epoch 1/2... Discriminator Loss: 1.3191... Generator Loss: 0.6670
Epoch 1/2... Discriminator Loss: 1.2522... Generator Loss: 0.7834
Epoch 1/2... Discriminator Loss: 1.1925... Generator Loss: 0.7681
Epoch 1/2... Discriminator Loss: 1.2894... Generator Loss: 0.7566
Epoch 1/2... Discriminator Loss: 1.3065... Generator Loss: 0.9506
Epoch 1/2... Discriminator Loss: 1.0927... Generator Loss: 0.9510
Epoch 1/2... Discriminator Loss: 1.3450... Generator Loss: 0.6509
Epoch 1/2... Discriminator Loss: 1.4240... Generator Loss: 0.5616
Epoch 1/2... Discriminator Loss: 1.3899... Generator Loss: 0.5594
Epoch 1/2... Discriminator Loss: 1.2956... Generator Loss: 0.7559
Epoch 1/2... Discriminator Loss: 1.3055... Generator Loss: 0.8619
Epoch 1/2... Discriminator Loss: 1.3944... Generator Loss: 0.7192
Epoch 1/2... Discriminator Loss: 1.2772... Generator Loss: 0.6735
Epoch 1/2... Discriminator Loss: 1.2123... Generator Loss: 1.0216
Epoch 1/2... Discriminator Loss: 1.3399... Generator Loss: 0.6335
Epoch 1/2... Discriminator Loss: 1.1913... Generator Loss: 0.8276
Epoch 1/2... Discriminator Loss: 1.3347... Generator Loss: 0.6252
Epoch 1/2... Discriminator Loss: 1.4166... Generator Loss: 0.4905
Epoch 1/2... Discriminator Loss: 1.2658... Generator Loss: 0.7727
Epoch 1/2... Discriminator Loss: 1.3805... Generator Loss: 0.7769
Epoch 1/2... Discriminator Loss: 1.2340... Generator Loss: 0.6912
Epoch 1/2... Discriminator Loss: 1.3088... Generator Loss: 0.6635
Epoch 1/2... Discriminator Loss: 1.2938... Generator Loss: 0.8113
Epoch 1/2... Discriminator Loss: 1.2951... Generator Loss: 0.7830
Epoch 1/2... Discriminator Loss: 1.2384... Generator Loss: 0.7157
Epoch 1/2... Discriminator Loss: 1.2976... Generator Loss: 0.7056
Epoch 1/2... Discriminator Loss: 1.2837... Generator Loss: 0.7897
Epoch 1/2... Discriminator Loss: 1.2942... Generator Loss: 0.7097
Epoch 1/2... Discriminator Loss: 1.3547... Generator Loss: 0.6375
Epoch 1/2... Discriminator Loss: 1.4879... Generator Loss: 0.4679
Epoch 1/2... Discriminator Loss: 1.3107... Generator Loss: 0.5896
Epoch 1/2... Discriminator Loss: 1.2610... Generator Loss: 0.7740
Epoch 1/2... Discriminator Loss: 1.3859... Generator Loss: 0.6800
Epoch 1/2... Discriminator Loss: 1.3245... Generator Loss: 1.0335
Epoch 1/2... Discriminator Loss: 1.2628... Generator Loss: 0.8561
Epoch 1/2... Discriminator Loss: 1.3303... Generator Loss: 0.7056
Epoch 1/2... Discriminator Loss: 1.2320... Generator Loss: 0.7271
Epoch 1/2... Discriminator Loss: 1.4667... Generator Loss: 0.5037
Epoch 1/2... Discriminator Loss: 1.3911... Generator Loss: 0.7540
Epoch 1/2... Discriminator Loss: 1.2790... Generator Loss: 0.6828
Epoch 1/2... Discriminator Loss: 1.1597... Generator Loss: 0.9297
Epoch 1/2... Discriminator Loss: 1.1928... Generator Loss: 0.8854
Epoch 1/2... Discriminator Loss: 1.2750... Generator Loss: 0.9950
Epoch 1/2... Discriminator Loss: 1.2714... Generator Loss: 0.8251
Epoch 1/2... Discriminator Loss: 1.3569... Generator Loss: 0.6498
Epoch 1/2... Discriminator Loss: 1.3252... Generator Loss: 0.5701
Epoch 1/2... Discriminator Loss: 1.3375... Generator Loss: 1.1638
Epoch 1/2... Discriminator Loss: 1.2559... Generator Loss: 0.7405
Epoch 1/2... Discriminator Loss: 1.3116... Generator Loss: 0.8283
Epoch 1/2... Discriminator Loss: 1.3395... Generator Loss: 0.7591
Epoch 1/2... Discriminator Loss: 1.3548... Generator Loss: 0.5881
Epoch 1/2... Discriminator Loss: 1.3370... Generator Loss: 0.6195
Epoch 1/2... Discriminator Loss: 1.2086... Generator Loss: 0.8439
Epoch 1/2... Discriminator Loss: 1.2423... Generator Loss: 0.9134
Epoch 1/2... Discriminator Loss: 1.2213... Generator Loss: 0.7799
Epoch 1/2... Discriminator Loss: 1.2517... Generator Loss: 0.6957
Epoch 1/2... Discriminator Loss: 1.0238... Generator Loss: 0.9845
Epoch 1/2... Discriminator Loss: 1.3289... Generator Loss: 0.6967
Epoch 1/2... Discriminator Loss: 1.4309... Generator Loss: 0.7285
Epoch 1/2... Discriminator Loss: 1.2728... Generator Loss: 0.7299
Epoch 1/2... Discriminator Loss: 1.2576... Generator Loss: 0.7526
Epoch 1/2... Discriminator Loss: 1.2393... Generator Loss: 0.7543
Epoch 1/2... Discriminator Loss: 1.2981... Generator Loss: 1.0080
Epoch 1/2... Discriminator Loss: 1.4313... Generator Loss: 0.5846
Epoch 1/2... Discriminator Loss: 1.3228... Generator Loss: 0.6217
Epoch 1/2... Discriminator Loss: 1.1454... Generator Loss: 0.9110
Epoch 1/2... Discriminator Loss: 1.2701... Generator Loss: 0.7199
Epoch 1/2... Discriminator Loss: 1.2867... Generator Loss: 0.6202
Epoch 1/2... Discriminator Loss: 1.2564... Generator Loss: 0.6952
Epoch 1/2... Discriminator Loss: 1.2536... Generator Loss: 0.7540
Epoch 1/2... Discriminator Loss: 1.3306... Generator Loss: 0.6636
Epoch 1/2... Discriminator Loss: 1.3437... Generator Loss: 0.6946
Epoch 1/2... Discriminator Loss: 1.2597... Generator Loss: 0.8886
Epoch 1/2... Discriminator Loss: 1.2916... Generator Loss: 0.7349
Epoch 1/2... Discriminator Loss: 1.3821... Generator Loss: 0.6089
Epoch 1/2... Discriminator Loss: 1.3190... Generator Loss: 0.8276
Epoch 1/2... Discriminator Loss: 1.2489... Generator Loss: 0.7660
Epoch 1/2... Discriminator Loss: 1.3858... Generator Loss: 0.8166
Epoch 1/2... Discriminator Loss: 1.4358... Generator Loss: 0.5457
Epoch 1/2... Discriminator Loss: 1.2750... Generator Loss: 0.7931
Epoch 1/2... Discriminator Loss: 1.2540... Generator Loss: 0.7694
Epoch 1/2... Discriminator Loss: 1.3449... Generator Loss: 0.7091
Epoch 1/2... Discriminator Loss: 1.1641... Generator Loss: 0.9132
Epoch 1/2... Discriminator Loss: 1.3395... Generator Loss: 0.6788
Epoch 1/2... Discriminator Loss: 1.3188... Generator Loss: 0.9755
Epoch 1/2... Discriminator Loss: 1.3606... Generator Loss: 0.7344
Epoch 1/2... Discriminator Loss: 1.3770... Generator Loss: 0.6452
Epoch 1/2... Discriminator Loss: 1.2458... Generator Loss: 0.7385
Epoch 1/2... Discriminator Loss: 1.2915... Generator Loss: 0.8480
Epoch 1/2... Discriminator Loss: 1.3298... Generator Loss: 0.6181
Epoch 1/2... Discriminator Loss: 1.2781... Generator Loss: 0.7496
Epoch 1/2... Discriminator Loss: 1.2275... Generator Loss: 0.8119
Epoch 1/2... Discriminator Loss: 1.3105... Generator Loss: 0.6525
Epoch 1/2... Discriminator Loss: 1.2735... Generator Loss: 0.7020
Epoch 1/2... Discriminator Loss: 1.3447... Generator Loss: 0.7611
Epoch 1/2... Discriminator Loss: 1.2502... Generator Loss: 0.7297
Epoch 1/2... Discriminator Loss: 1.3384... Generator Loss: 0.7120
Epoch 1/2... Discriminator Loss: 1.2135... Generator Loss: 0.7657
Epoch 1/2... Discriminator Loss: 1.2657... Generator Loss: 0.7733
Epoch 1/2... Discriminator Loss: 1.2643... Generator Loss: 0.7982
Epoch 1/2... Discriminator Loss: 1.4577... Generator Loss: 0.5143
Epoch 1/2... Discriminator Loss: 1.2338... Generator Loss: 0.8416
Epoch 1/2... Discriminator Loss: 1.3287... Generator Loss: 0.7355
Epoch 1/2... Discriminator Loss: 1.2490... Generator Loss: 0.8026
Epoch 1/2... Discriminator Loss: 1.2802... Generator Loss: 0.6641
Epoch 1/2... Discriminator Loss: 1.2528... Generator Loss: 0.8518
Epoch 1/2... Discriminator Loss: 1.2881... Generator Loss: 0.6694
Epoch 1/2... Discriminator Loss: 1.2706... Generator Loss: 0.7283
Epoch 1/2... Discriminator Loss: 1.2897... Generator Loss: 0.9755
Epoch 1/2... Discriminator Loss: 1.2095... Generator Loss: 0.8525
Epoch 1/2... Discriminator Loss: 1.2656... Generator Loss: 0.7070
Epoch 1/2... Discriminator Loss: 1.3771... Generator Loss: 0.7510
Epoch 1/2... Discriminator Loss: 1.1865... Generator Loss: 0.7958
Epoch 1/2... Discriminator Loss: 1.1641... Generator Loss: 0.7843
Epoch 1/2... Discriminator Loss: 1.2934... Generator Loss: 0.6873
Epoch 1/2... Discriminator Loss: 1.4173... Generator Loss: 0.8501
Epoch 1/2... Discriminator Loss: 1.2723... Generator Loss: 0.7001
Epoch 1/2... Discriminator Loss: 1.3188... Generator Loss: 0.6121
Epoch 1/2... Discriminator Loss: 1.1975... Generator Loss: 0.8240
Epoch 1/2... Discriminator Loss: 1.2607... Generator Loss: 0.8088
Epoch 1/2... Discriminator Loss: 1.3867... Generator Loss: 0.6052
Epoch 1/2... Discriminator Loss: 1.2912... Generator Loss: 0.8001
Epoch 1/2... Discriminator Loss: 1.2492... Generator Loss: 0.7067
Epoch 1/2... Discriminator Loss: 1.2856... Generator Loss: 0.7207
Epoch 1/2... Discriminator Loss: 1.4169... Generator Loss: 0.5127
Epoch 1/2... Discriminator Loss: 1.1843... Generator Loss: 0.9427
Epoch 1/2... Discriminator Loss: 1.3795... Generator Loss: 0.5494
Epoch 1/2... Discriminator Loss: 1.2161... Generator Loss: 0.7967
Epoch 1/2... Discriminator Loss: 1.2921... Generator Loss: 0.8104
Epoch 1/2... Discriminator Loss: 1.2717... Generator Loss: 0.9507
Epoch 1/2... Discriminator Loss: 1.1867... Generator Loss: 0.9615
Epoch 1/2... Discriminator Loss: 1.2926... Generator Loss: 0.6176
Epoch 1/2... Discriminator Loss: 1.2026... Generator Loss: 0.8041
Epoch 1/2... Discriminator Loss: 1.2542... Generator Loss: 0.9673
Epoch 1/2... Discriminator Loss: 1.3103... Generator Loss: 0.7610
Epoch 1/2... Discriminator Loss: 1.3689... Generator Loss: 0.8019
Epoch 1/2... Discriminator Loss: 1.1585... Generator Loss: 0.9295
Epoch 1/2... Discriminator Loss: 1.1672... Generator Loss: 1.0144
Epoch 1/2... Discriminator Loss: 1.2469... Generator Loss: 0.7534
Epoch 1/2... Discriminator Loss: 1.3055... Generator Loss: 0.6178
Epoch 1/2... Discriminator Loss: 1.2476... Generator Loss: 0.7159
Epoch 1/2... Discriminator Loss: 1.2859... Generator Loss: 0.6189
Epoch 1/2... Discriminator Loss: 1.2860... Generator Loss: 0.9326
Epoch 1/2... Discriminator Loss: 1.1256... Generator Loss: 0.8586
Epoch 1/2... Discriminator Loss: 1.1831... Generator Loss: 0.9925
Epoch 1/2... Discriminator Loss: 1.3360... Generator Loss: 0.6738
Epoch 1/2... Discriminator Loss: 1.1508... Generator Loss: 1.1242
Epoch 1/2... Discriminator Loss: 1.2873... Generator Loss: 0.6705
Epoch 1/2... Discriminator Loss: 1.3119... Generator Loss: 0.6112
Epoch 1/2... Discriminator Loss: 1.1866... Generator Loss: 0.8899
Epoch 1/2... Discriminator Loss: 1.2704... Generator Loss: 0.7700
Epoch 1/2... Discriminator Loss: 1.3022... Generator Loss: 0.9276
Epoch 1/2... Discriminator Loss: 1.2432... Generator Loss: 0.9098
Epoch 1/2... Discriminator Loss: 1.3249... Generator Loss: 0.7881
Epoch 1/2... Discriminator Loss: 1.2460... Generator Loss: 0.9493
Epoch 1/2... Discriminator Loss: 1.2031... Generator Loss: 0.8812
Epoch 1/2... Discriminator Loss: 1.2836... Generator Loss: 0.7810
Epoch 1/2... Discriminator Loss: 1.3016... Generator Loss: 0.7230
Epoch 1/2... Discriminator Loss: 1.3107... Generator Loss: 0.7946
Epoch 1/2... Discriminator Loss: 1.1685... Generator Loss: 0.7970
Epoch 1/2... Discriminator Loss: 1.2321... Generator Loss: 0.7945
Epoch 1/2... Discriminator Loss: 1.3279... Generator Loss: 0.6083
Epoch 1/2... Discriminator Loss: 1.3843... Generator Loss: 0.6772
Epoch 1/2... Discriminator Loss: 1.4173... Generator Loss: 1.2720
Epoch 1/2... Discriminator Loss: 1.3234... Generator Loss: 0.6923
Epoch 1/2... Discriminator Loss: 1.2888... Generator Loss: 0.6969
Epoch 1/2... Discriminator Loss: 1.2217... Generator Loss: 0.9426
Epoch 1/2... Discriminator Loss: 1.2567... Generator Loss: 0.7882
Epoch 1/2... Discriminator Loss: 1.1043... Generator Loss: 0.8534
Epoch 1/2... Discriminator Loss: 1.3417... Generator Loss: 0.6083
Epoch 1/2... Discriminator Loss: 1.3265... Generator Loss: 0.6822
Epoch 1/2... Discriminator Loss: 1.2138... Generator Loss: 1.0899
Epoch 1/2... Discriminator Loss: 1.2715... Generator Loss: 0.6976
Epoch 1/2... Discriminator Loss: 1.2372... Generator Loss: 1.0313
Epoch 1/2... Discriminator Loss: 1.3092... Generator Loss: 0.8431
Epoch 1/2... Discriminator Loss: 1.1586... Generator Loss: 0.9262
Epoch 1/2... Discriminator Loss: 1.1860... Generator Loss: 0.8116
Epoch 1/2... Discriminator Loss: 1.2792... Generator Loss: 0.8037
Epoch 1/2... Discriminator Loss: 1.4388... Generator Loss: 0.5934
Epoch 1/2... Discriminator Loss: 1.3334... Generator Loss: 0.7317
Epoch 1/2... Discriminator Loss: 1.3570... Generator Loss: 0.7260
Epoch 1/2... Discriminator Loss: 1.1641... Generator Loss: 0.8464
Epoch 1/2... Discriminator Loss: 1.2473... Generator Loss: 0.7445
Epoch 1/2... Discriminator Loss: 1.2973... Generator Loss: 0.5742
Epoch 1/2... Discriminator Loss: 1.3537... Generator Loss: 0.9805
Epoch 1/2... Discriminator Loss: 1.3308... Generator Loss: 0.6374
Epoch 1/2... Discriminator Loss: 1.4337... Generator Loss: 0.7833
Epoch 1/2... Discriminator Loss: 1.3061... Generator Loss: 0.7786
Epoch 1/2... Discriminator Loss: 1.3760... Generator Loss: 0.5871
Epoch 1/2... Discriminator Loss: 1.2732... Generator Loss: 0.8193
Epoch 1/2... Discriminator Loss: 1.3228... Generator Loss: 0.6377
Epoch 1/2... Discriminator Loss: 1.2875... Generator Loss: 0.7729
Epoch 1/2... Discriminator Loss: 1.3198... Generator Loss: 0.6495
Epoch 1/2... Discriminator Loss: 1.2548... Generator Loss: 0.8420
Epoch 1/2... Discriminator Loss: 1.3311... Generator Loss: 0.6611
Epoch 1/2... Discriminator Loss: 1.2630... Generator Loss: 0.7019
Epoch 1/2... Discriminator Loss: 1.1452... Generator Loss: 0.9579
Epoch 1/2... Discriminator Loss: 1.2565... Generator Loss: 0.7382
Epoch 1/2... Discriminator Loss: 1.4152... Generator Loss: 0.6230
Epoch 1/2... Discriminator Loss: 1.2291... Generator Loss: 0.7608
Epoch 1/2... Discriminator Loss: 1.2889... Generator Loss: 0.6745
Epoch 1/2... Discriminator Loss: 1.3018... Generator Loss: 0.6856
Epoch 1/2... Discriminator Loss: 1.2866... Generator Loss: 0.7418
Epoch 1/2... Discriminator Loss: 1.3816... Generator Loss: 0.5401
Epoch 1/2... Discriminator Loss: 1.2939... Generator Loss: 0.7593
Epoch 1/2... Discriminator Loss: 1.2581... Generator Loss: 0.7026
Epoch 1/2... Discriminator Loss: 1.3408... Generator Loss: 0.5595
Epoch 1/2... Discriminator Loss: 1.3302... Generator Loss: 0.6205
Epoch 1/2... Discriminator Loss: 1.2590... Generator Loss: 0.6293
Epoch 1/2... Discriminator Loss: 1.3156... Generator Loss: 0.7273
Epoch 1/2... Discriminator Loss: 1.2408... Generator Loss: 0.8421
Epoch 1/2... Discriminator Loss: 1.2934... Generator Loss: 0.6790
Epoch 1/2... Discriminator Loss: 1.2983... Generator Loss: 0.6992
Epoch 1/2... Discriminator Loss: 1.1353... Generator Loss: 0.8768
Epoch 1/2... Discriminator Loss: 1.2553... Generator Loss: 0.7334
Epoch 1/2... Discriminator Loss: 1.3293... Generator Loss: 0.7054
Epoch 1/2... Discriminator Loss: 1.1876... Generator Loss: 0.7639
Epoch 1/2... Discriminator Loss: 1.1996... Generator Loss: 0.8207
Epoch 1/2... Discriminator Loss: 1.3292... Generator Loss: 0.8270
Epoch 1/2... Discriminator Loss: 1.1985... Generator Loss: 0.9200
Epoch 1/2... Discriminator Loss: 1.1828... Generator Loss: 0.8031
Epoch 1/2... Discriminator Loss: 1.1738... Generator Loss: 1.2217
Epoch 1/2... Discriminator Loss: 1.2626... Generator Loss: 1.0743
Epoch 1/2... Discriminator Loss: 1.1121... Generator Loss: 0.8589
Epoch 1/2... Discriminator Loss: 1.1890... Generator Loss: 0.7162
Epoch 1/2... Discriminator Loss: 1.2804... Generator Loss: 0.7274
Epoch 1/2... Discriminator Loss: 1.3515... Generator Loss: 0.6091
Epoch 1/2... Discriminator Loss: 1.2857... Generator Loss: 0.8557
Epoch 1/2... Discriminator Loss: 1.2526... Generator Loss: 0.8482
Epoch 1/2... Discriminator Loss: 1.3914... Generator Loss: 0.6009
Epoch 1/2... Discriminator Loss: 1.1684... Generator Loss: 0.9564
Epoch 1/2... Discriminator Loss: 1.3920... Generator Loss: 0.6465
Epoch 1/2... Discriminator Loss: 1.3784... Generator Loss: 0.6411
Epoch 1/2... Discriminator Loss: 1.3727... Generator Loss: 0.5958
Epoch 1/2... Discriminator Loss: 1.2666... Generator Loss: 0.6852
Epoch 1/2... Discriminator Loss: 1.3387... Generator Loss: 0.5919
Epoch 1/2... Discriminator Loss: 1.2632... Generator Loss: 0.7099
Epoch 1/2... Discriminator Loss: 1.3989... Generator Loss: 0.6389
Epoch 1/2... Discriminator Loss: 1.2813... Generator Loss: 0.8727
Epoch 1/2... Discriminator Loss: 1.3914... Generator Loss: 0.6740
Epoch 1/2... Discriminator Loss: 1.2564... Generator Loss: 0.7989
Epoch 1/2... Discriminator Loss: 1.2905... Generator Loss: 0.7748
Epoch 1/2... Discriminator Loss: 1.3439... Generator Loss: 0.6934
Epoch 1/2... Discriminator Loss: 1.1927... Generator Loss: 0.7832
Epoch 1/2... Discriminator Loss: 1.1458... Generator Loss: 0.9440
Epoch 1/2... Discriminator Loss: 1.2849... Generator Loss: 0.6571
Epoch 1/2... Discriminator Loss: 1.2747... Generator Loss: 0.7161
Epoch 1/2... Discriminator Loss: 1.3608... Generator Loss: 0.5559
Epoch 1/2... Discriminator Loss: 1.1933... Generator Loss: 0.7987
Epoch 1/2... Discriminator Loss: 1.3024... Generator Loss: 0.6535
Epoch 1/2... Discriminator Loss: 1.1673... Generator Loss: 0.9677
Epoch 1/2... Discriminator Loss: 1.2900... Generator Loss: 0.7265
Epoch 1/2... Discriminator Loss: 1.2562... Generator Loss: 0.7892
Epoch 1/2... Discriminator Loss: 1.2173... Generator Loss: 0.7061
Epoch 1/2... Discriminator Loss: 1.2915... Generator Loss: 0.7343
Epoch 1/2... Discriminator Loss: 1.2576... Generator Loss: 0.6880
Epoch 1/2... Discriminator Loss: 1.1678... Generator Loss: 1.1416
Epoch 1/2... Discriminator Loss: 1.3274... Generator Loss: 0.6416
Epoch 1/2... Discriminator Loss: 1.1771... Generator Loss: 0.8359
Epoch 1/2... Discriminator Loss: 1.4479... Generator Loss: 0.5268
Epoch 1/2... Discriminator Loss: 1.3324... Generator Loss: 0.7321
Epoch 1/2... Discriminator Loss: 1.4023... Generator Loss: 0.6931
Epoch 1/2... Discriminator Loss: 1.2886... Generator Loss: 0.7458
Epoch 1/2... Discriminator Loss: 1.3168... Generator Loss: 0.7032
Epoch 1/2... Discriminator Loss: 1.3878... Generator Loss: 0.5333
Epoch 1/2... Discriminator Loss: 1.3761... Generator Loss: 0.7037
Epoch 1/2... Discriminator Loss: 1.3491... Generator Loss: 0.6182
Epoch 1/2... Discriminator Loss: 1.2307... Generator Loss: 0.7617
Epoch 1/2... Discriminator Loss: 1.2093... Generator Loss: 0.8508
Epoch 1/2... Discriminator Loss: 1.2023... Generator Loss: 0.9037
Epoch 1/2... Discriminator Loss: 1.3361... Generator Loss: 0.7124
Epoch 1/2... Discriminator Loss: 1.2200... Generator Loss: 0.9590
Epoch 1/2... Discriminator Loss: 1.4233... Generator Loss: 0.5283
Epoch 1/2... Discriminator Loss: 1.1934... Generator Loss: 0.8893
Epoch 1/2... Discriminator Loss: 1.3814... Generator Loss: 0.5611
Epoch 1/2... Discriminator Loss: 1.2588... Generator Loss: 0.7728
Epoch 1/2... Discriminator Loss: 1.4230... Generator Loss: 0.5470
Epoch 1/2... Discriminator Loss: 1.1368... Generator Loss: 0.8465
Epoch 1/2... Discriminator Loss: 1.3373... Generator Loss: 0.6324
Epoch 1/2... Discriminator Loss: 1.4407... Generator Loss: 0.6147
Epoch 1/2... Discriminator Loss: 1.4514... Generator Loss: 0.4722
Epoch 1/2... Discriminator Loss: 1.3702... Generator Loss: 0.6340
Epoch 1/2... Discriminator Loss: 1.2505... Generator Loss: 0.9779
Epoch 1/2... Discriminator Loss: 1.3904... Generator Loss: 0.5353
Epoch 1/2... Discriminator Loss: 1.3627... Generator Loss: 0.6654
Epoch 1/2... Discriminator Loss: 1.2601... Generator Loss: 1.0593
Epoch 1/2... Discriminator Loss: 1.2372... Generator Loss: 0.7207
Epoch 1/2... Discriminator Loss: 1.1821... Generator Loss: 0.8082
Epoch 1/2... Discriminator Loss: 1.3296... Generator Loss: 0.6610
Epoch 1/2... Discriminator Loss: 1.1841... Generator Loss: 0.8643
Epoch 1/2... Discriminator Loss: 1.3847... Generator Loss: 0.5444
Epoch 1/2... Discriminator Loss: 1.2110... Generator Loss: 0.7565
Epoch 1/2... Discriminator Loss: 1.3345... Generator Loss: 0.8923
Epoch 1/2... Discriminator Loss: 1.2262... Generator Loss: 0.9955
Epoch 1/2... Discriminator Loss: 1.1857... Generator Loss: 0.8379
Epoch 1/2... Discriminator Loss: 1.2291... Generator Loss: 0.8655
Epoch 1/2... Discriminator Loss: 1.2398... Generator Loss: 0.6914
Epoch 1/2... Discriminator Loss: 1.3736... Generator Loss: 0.6950
Epoch 1/2... Discriminator Loss: 1.3355... Generator Loss: 0.5985
Epoch 1/2... Discriminator Loss: 1.4369... Generator Loss: 0.5680
Epoch 1/2... Discriminator Loss: 1.2879... Generator Loss: 0.7342
Epoch 1/2... Discriminator Loss: 1.2889... Generator Loss: 0.8468
Epoch 1/2... Discriminator Loss: 1.2098... Generator Loss: 0.8127
Epoch 1/2... Discriminator Loss: 1.3057... Generator Loss: 0.6737
Epoch 1/2... Discriminator Loss: 1.2852... Generator Loss: 0.8632
Epoch 1/2... Discriminator Loss: 1.2555... Generator Loss: 0.8243
Epoch 1/2... Discriminator Loss: 1.3717... Generator Loss: 0.5794
Epoch 1/2... Discriminator Loss: 1.3004... Generator Loss: 0.6787
Epoch 1/2... Discriminator Loss: 1.2323... Generator Loss: 0.7324
Epoch 1/2... Discriminator Loss: 1.3152... Generator Loss: 0.6420
Epoch 1/2... Discriminator Loss: 1.3758... Generator Loss: 0.6997
Epoch 1/2... Discriminator Loss: 1.5211... Generator Loss: 0.4246
Epoch 1/2... Discriminator Loss: 1.2763... Generator Loss: 0.9254
Epoch 1/2... Discriminator Loss: 1.2882... Generator Loss: 0.7316
Epoch 1/2... Discriminator Loss: 1.2637... Generator Loss: 0.6766
Epoch 1/2... Discriminator Loss: 1.3154... Generator Loss: 0.6927
Epoch 1/2... Discriminator Loss: 1.4801... Generator Loss: 0.4672
Epoch 1/2... Discriminator Loss: 1.2412... Generator Loss: 1.0085
Epoch 1/2... Discriminator Loss: 1.2824... Generator Loss: 0.7065
Epoch 1/2... Discriminator Loss: 1.3069... Generator Loss: 0.5939
Epoch 1/2... Discriminator Loss: 1.3898... Generator Loss: 0.5561
Epoch 1/2... Discriminator Loss: 1.2297... Generator Loss: 0.9165
Epoch 1/2... Discriminator Loss: 1.2575... Generator Loss: 0.7879
Epoch 1/2... Discriminator Loss: 1.2746... Generator Loss: 0.7467
Epoch 1/2... Discriminator Loss: 1.2463... Generator Loss: 0.7746
Epoch 1/2... Discriminator Loss: 1.2247... Generator Loss: 1.0093
Epoch 1/2... Discriminator Loss: 1.1953... Generator Loss: 0.8976
Epoch 1/2... Discriminator Loss: 1.2589... Generator Loss: 1.1949
Epoch 1/2... Discriminator Loss: 1.1561... Generator Loss: 0.8355
Epoch 1/2... Discriminator Loss: 1.2810... Generator Loss: 0.6480
Epoch 1/2... Discriminator Loss: 1.3465... Generator Loss: 0.5982
Epoch 1/2... Discriminator Loss: 1.1697... Generator Loss: 0.8388
Epoch 1/2... Discriminator Loss: 1.3034... Generator Loss: 0.6584
Epoch 1/2... Discriminator Loss: 1.2027... Generator Loss: 0.8452
Epoch 1/2... Discriminator Loss: 1.3186... Generator Loss: 0.6298
Epoch 1/2... Discriminator Loss: 1.1519... Generator Loss: 0.8445
Epoch 1/2... Discriminator Loss: 1.3054... Generator Loss: 0.5956
Epoch 1/2... Discriminator Loss: 1.3185... Generator Loss: 0.6921
Epoch 1/2... Discriminator Loss: 1.2040... Generator Loss: 0.8991
Epoch 1/2... Discriminator Loss: 1.2489... Generator Loss: 0.9793
Epoch 1/2... Discriminator Loss: 1.3860... Generator Loss: 0.6440
Epoch 1/2... Discriminator Loss: 1.1583... Generator Loss: 1.2197
Epoch 1/2... Discriminator Loss: 1.2882... Generator Loss: 0.7200
Epoch 1/2... Discriminator Loss: 1.1656... Generator Loss: 0.9512
Epoch 1/2... Discriminator Loss: 1.3375... Generator Loss: 0.5917
Epoch 1/2... Discriminator Loss: 1.2054... Generator Loss: 0.9153
Epoch 1/2... Discriminator Loss: 1.2867... Generator Loss: 0.7471
Epoch 1/2... Discriminator Loss: 1.3982... Generator Loss: 0.6141
Epoch 1/2... Discriminator Loss: 1.3833... Generator Loss: 0.5341
Epoch 1/2... Discriminator Loss: 1.1467... Generator Loss: 0.9842
Epoch 1/2... Discriminator Loss: 1.2151... Generator Loss: 1.0580
Epoch 1/2... Discriminator Loss: 1.2466... Generator Loss: 0.8878
Epoch 1/2... Discriminator Loss: 1.3433... Generator Loss: 0.5757
Epoch 1/2... Discriminator Loss: 1.2180... Generator Loss: 0.9661
Epoch 1/2... Discriminator Loss: 1.1784... Generator Loss: 1.0164
Epoch 1/2... Discriminator Loss: 1.2339... Generator Loss: 0.7188
Epoch 1/2... Discriminator Loss: 1.3419... Generator Loss: 0.5872
Epoch 1/2... Discriminator Loss: 1.2317... Generator Loss: 0.8202
Epoch 1/2... Discriminator Loss: 1.2471... Generator Loss: 0.6347
Epoch 1/2... Discriminator Loss: 1.3608... Generator Loss: 0.7089
Epoch 1/2... Discriminator Loss: 1.3101... Generator Loss: 0.7270
Epoch 1/2... Discriminator Loss: 1.3225... Generator Loss: 0.6085
Epoch 1/2... Discriminator Loss: 1.2577... Generator Loss: 0.6793
Epoch 1/2... Discriminator Loss: 1.2501... Generator Loss: 0.6991
Epoch 1/2... Discriminator Loss: 1.2153... Generator Loss: 0.8611
Epoch 1/2... Discriminator Loss: 1.1477... Generator Loss: 0.9970
Epoch 1/2... Discriminator Loss: 1.3614... Generator Loss: 0.5481
Epoch 1/2... Discriminator Loss: 1.2131... Generator Loss: 0.6572
Epoch 1/2... Discriminator Loss: 1.2661... Generator Loss: 1.0397
Epoch 1/2... Discriminator Loss: 1.2888... Generator Loss: 0.6964
Epoch 1/2... Discriminator Loss: 1.2894... Generator Loss: 0.6272
Epoch 1/2... Discriminator Loss: 1.3550... Generator Loss: 0.8075
Epoch 1/2... Discriminator Loss: 1.2819... Generator Loss: 0.7229
Epoch 1/2... Discriminator Loss: 1.2286... Generator Loss: 0.8045
Epoch 1/2... Discriminator Loss: 1.2346... Generator Loss: 0.9462
Epoch 1/2... Discriminator Loss: 1.0648... Generator Loss: 1.0258
Epoch 1/2... Discriminator Loss: 1.1684... Generator Loss: 1.0846
Epoch 1/2... Discriminator Loss: 1.2407... Generator Loss: 0.7885
Epoch 1/2... Discriminator Loss: 1.3845... Generator Loss: 0.5604
Epoch 1/2... Discriminator Loss: 1.3193... Generator Loss: 0.5886
Epoch 1/2... Discriminator Loss: 1.2981... Generator Loss: 0.7156
Epoch 1/2... Discriminator Loss: 1.4154... Generator Loss: 0.4998
Epoch 1/2... Discriminator Loss: 1.3451... Generator Loss: 1.0365
Epoch 1/2... Discriminator Loss: 1.2560... Generator Loss: 0.7535
Epoch 1/2... Discriminator Loss: 1.1900... Generator Loss: 0.7163
Epoch 1/2... Discriminator Loss: 1.3264... Generator Loss: 0.6822
Epoch 1/2... Discriminator Loss: 1.0752... Generator Loss: 0.9299
Epoch 1/2... Discriminator Loss: 1.4116... Generator Loss: 0.5555
Epoch 1/2... Discriminator Loss: 1.2305... Generator Loss: 0.7843
Epoch 1/2... Discriminator Loss: 1.3549... Generator Loss: 0.7519
Epoch 1/2... Discriminator Loss: 1.1684... Generator Loss: 0.8504
Epoch 1/2... Discriminator Loss: 1.1970... Generator Loss: 0.8212
Epoch 1/2... Discriminator Loss: 1.2645... Generator Loss: 0.9520
Epoch 1/2... Discriminator Loss: 1.2821... Generator Loss: 0.7928
Epoch 1/2... Discriminator Loss: 1.2797... Generator Loss: 0.7345
Epoch 1/2... Discriminator Loss: 1.4049... Generator Loss: 0.7204
Epoch 1/2... Discriminator Loss: 1.1185... Generator Loss: 0.8332
Epoch 1/2... Discriminator Loss: 1.2930... Generator Loss: 0.6219
Epoch 1/2... Discriminator Loss: 1.2569... Generator Loss: 1.0347
Epoch 1/2... Discriminator Loss: 1.2292... Generator Loss: 0.7767
Epoch 1/2... Discriminator Loss: 1.2674... Generator Loss: 0.6867
Epoch 1/2... Discriminator Loss: 1.3001... Generator Loss: 0.6783
Epoch 1/2... Discriminator Loss: 1.1625... Generator Loss: 0.9049
Epoch 1/2... Discriminator Loss: 1.2762... Generator Loss: 0.6761
Epoch 1/2... Discriminator Loss: 1.2528... Generator Loss: 0.7190
Epoch 1/2... Discriminator Loss: 1.2719... Generator Loss: 0.7255
Epoch 1/2... Discriminator Loss: 1.2426... Generator Loss: 0.6477
Epoch 1/2... Discriminator Loss: 1.2653... Generator Loss: 0.7272
Epoch 1/2... Discriminator Loss: 1.2292... Generator Loss: 0.7746
Epoch 1/2... Discriminator Loss: 1.2339... Generator Loss: 0.7736
Epoch 1/2... Discriminator Loss: 1.3279... Generator Loss: 0.6063
Epoch 1/2... Discriminator Loss: 1.2569... Generator Loss: 0.7552
Epoch 1/2... Discriminator Loss: 1.2779... Generator Loss: 0.7545
Epoch 1/2... Discriminator Loss: 1.2382... Generator Loss: 0.7734
Epoch 1/2... Discriminator Loss: 1.3306... Generator Loss: 0.6617
Epoch 1/2... Discriminator Loss: 1.3476... Generator Loss: 0.7115
Epoch 1/2... Discriminator Loss: 1.2763... Generator Loss: 0.6877
Epoch 1/2... Discriminator Loss: 1.3672... Generator Loss: 0.5998
Epoch 1/2... Discriminator Loss: 1.4449... Generator Loss: 0.4970
Epoch 1/2... Discriminator Loss: 1.1003... Generator Loss: 0.8712
Epoch 1/2... Discriminator Loss: 1.1766... Generator Loss: 0.7332
Epoch 1/2... Discriminator Loss: 1.2235... Generator Loss: 0.7897
Epoch 1/2... Discriminator Loss: 1.3286... Generator Loss: 0.8056
Epoch 1/2... Discriminator Loss: 1.2742... Generator Loss: 0.7952
Epoch 1/2... Discriminator Loss: 1.2906... Generator Loss: 0.6841
Epoch 1/2... Discriminator Loss: 1.1701... Generator Loss: 0.7444
Epoch 1/2... Discriminator Loss: 1.2082... Generator Loss: 0.7747
Epoch 1/2... Discriminator Loss: 1.2066... Generator Loss: 0.9322
Epoch 1/2... Discriminator Loss: 1.1819... Generator Loss: 1.0764
Epoch 1/2... Discriminator Loss: 1.3059... Generator Loss: 0.7695
Epoch 1/2... Discriminator Loss: 1.2278... Generator Loss: 0.7319
Epoch 1/2... Discriminator Loss: 1.2436... Generator Loss: 0.8197
Epoch 1/2... Discriminator Loss: 1.3069... Generator Loss: 0.7813
Epoch 1/2... Discriminator Loss: 1.2898... Generator Loss: 0.7676
Epoch 1/2... Discriminator Loss: 1.2798... Generator Loss: 0.7380
Epoch 1/2... Discriminator Loss: 1.2542... Generator Loss: 0.7005
Epoch 1/2... Discriminator Loss: 1.2186... Generator Loss: 0.9026
Epoch 1/2... Discriminator Loss: 1.1022... Generator Loss: 0.8625
Epoch 1/2... Discriminator Loss: 1.3100... Generator Loss: 1.0269
Epoch 1/2... Discriminator Loss: 1.3426... Generator Loss: 0.7982
Epoch 1/2... Discriminator Loss: 1.2992... Generator Loss: 0.6723
Epoch 1/2... Discriminator Loss: 1.2477... Generator Loss: 0.7580
Epoch 1/2... Discriminator Loss: 1.3136... Generator Loss: 0.7223
Epoch 1/2... Discriminator Loss: 1.2709... Generator Loss: 0.7267
Epoch 1/2... Discriminator Loss: 1.2642... Generator Loss: 0.6165
Epoch 1/2... Discriminator Loss: 1.3487... Generator Loss: 0.6237
Epoch 1/2... Discriminator Loss: 1.3389... Generator Loss: 0.5754
Epoch 1/2... Discriminator Loss: 1.2757... Generator Loss: 0.7378
Epoch 1/2... Discriminator Loss: 1.2717... Generator Loss: 0.7351
Epoch 1/2... Discriminator Loss: 1.2803... Generator Loss: 0.6701
Epoch 1/2... Discriminator Loss: 1.2146... Generator Loss: 0.9075
Epoch 1/2... Discriminator Loss: 1.3142... Generator Loss: 0.8377
Epoch 1/2... Discriminator Loss: 1.2069... Generator Loss: 0.7011
Epoch 1/2... Discriminator Loss: 1.3333... Generator Loss: 0.6612
Epoch 1/2... Discriminator Loss: 1.1461... Generator Loss: 0.7642
Epoch 1/2... Discriminator Loss: 1.2328... Generator Loss: 0.8612
Epoch 1/2... Discriminator Loss: 1.2135... Generator Loss: 0.8717
Epoch 1/2... Discriminator Loss: 1.3109... Generator Loss: 0.8945
Epoch 1/2... Discriminator Loss: 1.1801... Generator Loss: 0.8491
Epoch 1/2... Discriminator Loss: 1.3023... Generator Loss: 0.8300
Epoch 1/2... Discriminator Loss: 1.4322... Generator Loss: 0.5224
Epoch 1/2... Discriminator Loss: 1.2219... Generator Loss: 0.8763
Epoch 1/2... Discriminator Loss: 1.1113... Generator Loss: 0.9111
Epoch 1/2... Discriminator Loss: 1.2355... Generator Loss: 0.7796
Epoch 1/2... Discriminator Loss: 1.3664... Generator Loss: 0.6153
Epoch 1/2... Discriminator Loss: 1.2545... Generator Loss: 1.1398
Epoch 1/2... Discriminator Loss: 1.2192... Generator Loss: 1.0016
Epoch 1/2... Discriminator Loss: 1.3622... Generator Loss: 0.6066
Epoch 1/2... Discriminator Loss: 1.2561... Generator Loss: 1.1631
Epoch 1/2... Discriminator Loss: 1.1772... Generator Loss: 0.8659
Epoch 1/2... Discriminator Loss: 1.2711... Generator Loss: 0.7640
Epoch 1/2... Discriminator Loss: 1.2080... Generator Loss: 0.7972
Epoch 1/2... Discriminator Loss: 1.2771... Generator Loss: 0.6295
Epoch 1/2... Discriminator Loss: 1.2259... Generator Loss: 0.7364
Epoch 1/2... Discriminator Loss: 1.3314... Generator Loss: 0.6087
Epoch 1/2... Discriminator Loss: 1.2616... Generator Loss: 0.7164
Epoch 1/2... Discriminator Loss: 1.1438... Generator Loss: 0.8570
Epoch 1/2... Discriminator Loss: 1.3810... Generator Loss: 0.6125
Epoch 1/2... Discriminator Loss: 1.0762... Generator Loss: 0.9524
Epoch 1/2... Discriminator Loss: 1.3111... Generator Loss: 0.6379
Epoch 1/2... Discriminator Loss: 1.2672... Generator Loss: 0.9498
Epoch 1/2... Discriminator Loss: 1.1333... Generator Loss: 0.9287
Epoch 1/2... Discriminator Loss: 1.3077... Generator Loss: 0.5907
Epoch 1/2... Discriminator Loss: 1.2696... Generator Loss: 0.8484
Epoch 1/2... Discriminator Loss: 1.2932... Generator Loss: 0.6419
Epoch 1/2... Discriminator Loss: 1.3042... Generator Loss: 0.6889
Epoch 1/2... Discriminator Loss: 1.3732... Generator Loss: 0.6206
Epoch 1/2... Discriminator Loss: 1.1988... Generator Loss: 0.9430
Epoch 1/2... Discriminator Loss: 1.1779... Generator Loss: 0.7191
Epoch 1/2... Discriminator Loss: 1.3730... Generator Loss: 0.6067
Epoch 1/2... Discriminator Loss: 1.3679... Generator Loss: 0.8703
Epoch 1/2... Discriminator Loss: 1.1965... Generator Loss: 0.8681
Epoch 1/2... Discriminator Loss: 1.2226... Generator Loss: 0.9194
Epoch 1/2... Discriminator Loss: 1.2349... Generator Loss: 0.7137
Epoch 1/2... Discriminator Loss: 1.4547... Generator Loss: 0.5097
Epoch 1/2... Discriminator Loss: 1.0885... Generator Loss: 1.1175
Epoch 1/2... Discriminator Loss: 1.1851... Generator Loss: 0.8222
Epoch 1/2... Discriminator Loss: 1.3609... Generator Loss: 0.6991
Epoch 1/2... Discriminator Loss: 1.2204... Generator Loss: 0.8221
Epoch 1/2... Discriminator Loss: 1.0380... Generator Loss: 0.9410
Epoch 1/2... Discriminator Loss: 1.3471... Generator Loss: 0.6712
Epoch 1/2... Discriminator Loss: 1.1172... Generator Loss: 0.8811
Epoch 1/2... Discriminator Loss: 1.3597... Generator Loss: 0.5717
Epoch 1/2... Discriminator Loss: 1.3903... Generator Loss: 0.5970
Epoch 1/2... Discriminator Loss: 1.0952... Generator Loss: 0.8970
Epoch 1/2... Discriminator Loss: 1.2286... Generator Loss: 0.7903
Epoch 1/2... Discriminator Loss: 1.1728... Generator Loss: 0.8568
Epoch 1/2... Discriminator Loss: 1.1624... Generator Loss: 0.8725
Epoch 1/2... Discriminator Loss: 1.3491... Generator Loss: 0.7830
Epoch 1/2... Discriminator Loss: 1.3330... Generator Loss: 0.5955
Epoch 1/2... Discriminator Loss: 1.2518... Generator Loss: 0.6932
Epoch 1/2... Discriminator Loss: 1.1515... Generator Loss: 0.8406
Epoch 1/2... Discriminator Loss: 1.2955... Generator Loss: 0.9452
Epoch 1/2... Discriminator Loss: 1.2715... Generator Loss: 0.8869
Epoch 1/2... Discriminator Loss: 1.4409... Generator Loss: 0.4820
Epoch 1/2... Discriminator Loss: 1.2718... Generator Loss: 0.6608
Epoch 1/2... Discriminator Loss: 1.2253... Generator Loss: 0.6270
Epoch 1/2... Discriminator Loss: 1.3229... Generator Loss: 0.6083
Epoch 1/2... Discriminator Loss: 1.1848... Generator Loss: 0.9202
Epoch 1/2... Discriminator Loss: 1.2096... Generator Loss: 0.8004
Epoch 1/2... Discriminator Loss: 1.2207... Generator Loss: 0.8371
Epoch 1/2... Discriminator Loss: 1.2907... Generator Loss: 0.7708
Epoch 1/2... Discriminator Loss: 1.3236... Generator Loss: 0.5526
Epoch 1/2... Discriminator Loss: 1.1888... Generator Loss: 0.8870
Epoch 1/2... Discriminator Loss: 1.2319... Generator Loss: 0.7590
Epoch 1/2... Discriminator Loss: 1.2732... Generator Loss: 0.7746
Epoch 1/2... Discriminator Loss: 1.1121... Generator Loss: 0.9308
Epoch 1/2... Discriminator Loss: 1.3801... Generator Loss: 0.5101
Epoch 1/2... Discriminator Loss: 1.1615... Generator Loss: 0.9682
Epoch 1/2... Discriminator Loss: 1.3476... Generator Loss: 0.6188
Epoch 1/2... Discriminator Loss: 1.1738... Generator Loss: 0.6779
Epoch 1/2... Discriminator Loss: 1.3103... Generator Loss: 0.8282
Epoch 1/2... Discriminator Loss: 1.3155... Generator Loss: 0.7940
Epoch 1/2... Discriminator Loss: 1.1624... Generator Loss: 0.9006
Epoch 1/2... Discriminator Loss: 1.2163... Generator Loss: 0.8126
Epoch 1/2... Discriminator Loss: 1.1670... Generator Loss: 0.9601
Epoch 1/2... Discriminator Loss: 1.3226... Generator Loss: 0.6872
Epoch 1/2... Discriminator Loss: 1.1899... Generator Loss: 1.0272
Epoch 1/2... Discriminator Loss: 1.2269... Generator Loss: 1.0522
Epoch 1/2... Discriminator Loss: 1.2654... Generator Loss: 0.6790
Epoch 1/2... Discriminator Loss: 1.2788... Generator Loss: 0.6843
Epoch 1/2... Discriminator Loss: 1.2647... Generator Loss: 0.7031
Epoch 1/2... Discriminator Loss: 1.2124... Generator Loss: 0.9175
Epoch 1/2... Discriminator Loss: 1.3019... Generator Loss: 0.9116
Epoch 1/2... Discriminator Loss: 1.3059... Generator Loss: 0.7178

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.